{"title":"Artificial Intelligence","description":null,"products":[{"product_id":"beginning-data-science-with-python-and-jupyter","title":"Beginner Data Science with Python and Jupyter","description":"\u003cdiv\u003e\n\u003cp\u003eAttend this Jupyter Notebooks \u0026amp; Python for Data Science training course and learn about some of the most commonly used libraries that are part of the Anaconda distribution and then explore machine learning models with real datasets. You will also learn about creating reproducible data processing pipelines, visualizations, and prediction models, all with the goal of giving you the skills and exposure you’ll need for the real world.\u003c\/p\u003e\r\n\r\n\u003cp\u003eData Science is one of the fastest growing professions across all industries. Open source tools like Python have become increasingly popular, and when paired with Jupyter Notebooks, can provide a variety of data-science applications. Attend this one-day hands-on course and learn to leverage all that these powerful tools have to offer.\u003c\/p\u003e\r\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eYou Will Learn How To:\u003c\/h3\u003e\n\u003cul\u003e\r\n\t\u003cli\u003eJupyter Fundamentals\u003c\/li\u003e\r\n\t\u003cli\u003eData Cleaning and Advanced Modeling\u003c\/li\u003e\r\n\t\u003cli\u003eWeb Scraping and Interactive Visualizations\u003c\/li\u003e\r\n\t\u003cli\u003eMachine learning classification strategy\u003c\/li\u003e\r\n\t\u003cli\u003eExploratory data analysis and investigation\u003c\/li\u003e\r\n\u003c\/ul\u003e\r\n\u003c\/div\u003e\u003cdiv\u003e\n\u003cul class=\"accordion\"\u003e\r\n\t\u003cli\u003e\r\n\t\u003ch3\u003eRequirements\u003c\/h3\u003e\r\n\r\n\t\u003cdiv\u003e\r\n\t\u003cul\u003e\r\n\t\t\u003cli\u003eKnowledge of programming fundamentals and some experience with Python, including Python libraries, Pandas, Matplotlib, and scikit-learn.\u003c\/li\u003e\r\n\t\u003c\/ul\u003e\r\n\t\u003c\/div\u003e\r\n\t\u003c\/li\u003e\r\n\u003c\/ul\u003e\r\n\u003c\/div\u003e","brand":"Learning Tree","offers":[{"title":"269C25US \/ 2026-09-15T09:00:00 \/ Online","offer_id":44137998483636,"sku":"US-1263-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"26BA67US \/ 2026-11-09T09:00:00 \/ Online","offer_id":44137998516404,"sku":"US-1263-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"271A79US \/ 2027-01-19T09:00:00 \/ Online","offer_id":44137998549172,"sku":"US-1263-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"273A63US \/ 2027-03-16T09:00:00 \/ Online","offer_id":44160808485044,"sku":"US-1263-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"275A58US \/ 2027-05-17T09:00:00 \/ Online","offer_id":44226628255924,"sku":"US-1263-IL","price":644.0,"currency_code":"USD","in_stock":true}]},{"product_id":"introduction-to-big-data-training","title":"Components of a Big Data and AI Solution Introduction","description":"\u003cdiv\u003e\n\u003cp\u003eAttend this Introduction to Big Data and learn to unleash the power of Big Data for competitive advantage. This hands-on Big Data course provides a unique approach to help you act on data for real business gain. You will learn to select and apply the correct Big Data stores for disparate data sets, leverage Hadoop to process large data sets, and integrate components of the Hadoop EcoSystem to form a coherent business solution. The focus is not what a tool can do, but what you can do with the output from the tool. You will gain the skills you need to store, manage, process, and analyze massive amounts of unstructured data to create an appropriate data lake.\u003c\/p\u003e\r\n\r\n\u003cp\u003eAttend this Introduction to Big Data in one of three formats - live, instructor-led, on-demand or a blended on-demand\/instructor-led version.\u003c\/p\u003e\r\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eYou Will Learn How To:\u003c\/h3\u003e\n\u003cul\u003e\r\n\t\u003cli\u003eStore, manage, and analyze unstructured data\u003c\/li\u003e\r\n\t\u003cli\u003eSelect the correct big data stores for disparate data sets\u003c\/li\u003e\r\n\t\u003cli\u003eProcess large data sets using Hadoop to extract value\u003c\/li\u003e\r\n\t\u003cli\u003eQuery large data sets in near real time with Pig and Hive\u003c\/li\u003e\r\n\t\u003cli\u003ePlan and implement a big data strategy for your organization\u003c\/li\u003e\r\n\u003c\/ul\u003e\r\n\u003c\/div\u003e\u003cdiv\u003e\n\u003cul class=\"accordion\"\u003e\r\n\t\u003cli\u003e\r\n\t\u003ch3\u003eBig Data Training Course Description\u003c\/h3\u003e\r\n\r\n\t\u003cdiv\u003e\r\n\t\u003cp\u003eIn this hands-on Introduction to Big Data Course, learn to leverage big data analysis tools and techniques to foster better business decision-making – before you get into specific products like Hadoop training (just to name one). Learn ways of storing data that allow for efficient processing and analysis, and gain the skills you need to store, manage, process, and analyze massive amounts of unstructured data to create an appropriate data lake.\u003c\/p\u003e\r\n\t \r\n\r\n\t\u003cp\u003e\u003ca href=\"https:\/\/issuu.com\/learningtreeintl\/docs\/us1610_big_data_brochure\/4?e=20913079\/40345881\" target=\"_blank\"\u003eView this Big Data training course as part of a learning path defined by job roles ›\u003c\/a\u003e\u003c\/p\u003e\r\n\t\u003c\/div\u003e\r\n\t\u003c\/li\u003e\r\n\t\u003cli\u003e\r\n\t\u003ch3\u003eRecommended Experience\u003c\/h3\u003e\r\n\r\n\t\u003cdiv\u003e\r\n\t\u003cul\u003e\r\n\t\t\u003cli\u003eWorking knowledge of the Microsoft Windows platform and basic database concepts\u003c\/li\u003e\r\n\t\u003c\/ul\u003e\r\n\t\u003c\/div\u003e\r\n\t\u003c\/li\u003e\r\n\t\u003cli\u003e\r\n\t\u003ch3\u003eWho Should Attend\u003c\/h3\u003e\r\n\r\n\t\u003cdiv\u003e\r\n\t\u003cul\u003e\r\n\t\t\u003cli\u003eAnyone needing to implement, enhance your big data environment and looking to advance their analytics career by ensuring foundational knowledge\u003c\/li\u003e\r\n\t\t\u003cli\u003eTypical job roles include: Project Managers and IT Managers, Database Administrators \u0026amp; Data Architects, Developers \u0026amp; SQL Developers, Data Scientists \u0026amp; Business Intelligence\u003c\/li\u003e\r\n\t\u003c\/ul\u003e\r\n\t\u003c\/div\u003e\r\n\t\u003c\/li\u003e\r\n\t\u003cli\u003e\r\n\t\u003ch3\u003eAll-Inclusive: After-Course Coaching for Real-World Application\u003c\/h3\u003e\r\n\r\n\t\u003cdiv\u003eLearning Tree is with you from the beginning of your planning until you return to your job ready to apply your new skills – with instructor coaching to answer real-world big data implementation challenges.\u003c\/div\u003e\r\n\t\u003c\/li\u003e\r\n\t\u003cli\u003e\r\n\t\u003ch3\u003eTake Your Big Data Course Online or In-person:\u003c\/h3\u003e\r\n\r\n\t\u003cdiv\u003eSchedules are busy, but big data training online makes it easy to level-up your career. If you need Big Data online training, we’ve got you covered. Our AnyWare course delivery option gives you the advantages of a live classroom right from the comfort of your computer screen – no matter where you are.\u003c\/div\u003e\r\n\t\u003c\/li\u003e\r\n\u003c\/ul\u003e\r\n\u003c\/div\u003e","brand":"Learning Tree","offers":[{"title":"26BA53US \/ 2026-11-23T09:00:00 \/ Herndon, VA","offer_id":44137962635444,"sku":"US-1250-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"271A74US \/ 2027-01-20T09:00:00 \/ Herndon, VA","offer_id":44137962668212,"sku":"US-1250-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"273A59US \/ 2027-03-23T09:00:00 \/ Herndon, VA","offer_id":44167181566132,"sku":"US-1250-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"275A54US \/ 2027-05-26T09:00:00 \/ Herndon, VA","offer_id":44236213321908,"sku":"US-1250-IL","price":2005.0,"currency_code":"USD","in_stock":true}]},{"product_id":"big-data-technologies-trends-insights-training","title":"Data Management Tools, Machine Learning and AI Training","description":"\u003cdiv\u003e\n\u003cp\u003e\r\n\u003cstyle type=\"text\/css\"\u003e\u003c!--td {border: 1px solid #ccc;}br {mso-data-placement:same-cell;}--\u003e\n\u003c\/style\u003e\r\nIn this one-day introduction to Big Data technologies, trends \u0026amp; insights course, you will gain the knowledge and skills to make effective business and technical decisions for adopting and deploying a big data solution that best fits the needs of your organization.\u003cbr\u003e\r\n\u003cbr\u003e\r\nOrganizations seeking to exploit the benefits of big data need a thorough understanding of big data platforms, tools, and technologies to make an informed decision. Attend this course and gain these decision making skills in only one day.\u003c\/p\u003e\r\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eYou Will Learn How To\u003c\/h3\u003e\n\u003cul\u003e\r\n\t\u003cli\u003eSelect appropriate big data platforms for different business scenarios\u003c\/li\u003e\r\n\t\u003cli\u003eBuild and run big data queries, data analytics, and visualizations\u003c\/li\u003e\r\n\t\u003cli\u003eAssess and mitigate security risks\u003c\/li\u003e\r\n\t\u003cli\u003eIntegrate big data with traditional relational databases\u003c\/li\u003e\r\n\u003c\/ul\u003e\r\n\u003c\/div\u003e","brand":"Learning Tree","offers":[{"title":"269A18US \/ 2026-09-09T09:00:00 \/ Online","offer_id":44032325877940,"sku":"US-4500-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"26BA07US \/ 2026-11-05T09:00:00 \/ Online","offer_id":44103928807604,"sku":"US-4500-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"271A14US \/ 2027-01-21T09:00:00 \/ Online","offer_id":44126594695348,"sku":"US-4500-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"275A05US \/ 2027-05-10T09:00:00 \/ Online","offer_id":44219138900148,"sku":"US-4500-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"277A14US \/ 2027-07-29T09:00:00 \/ Online","offer_id":44313394872500,"sku":"US-4500-IL","price":644.0,"currency_code":"USD","in_stock":true}]},{"product_id":"introduction-to-data-science-machine-learning-ai-using-python","title":"Introduction to AI, Data Science \u0026 Machine Learning with Python","description":"\u003cdiv\u003e\n\u003cp\u003eIf you want to become a Data Scientist, this is the course to begin with. Introduction to Data Science, Machine Learning \u0026amp; AI (Python version) covers every stage of the Data Science Lifecycle, from working with raw datasets to building, evaluating and deploying Machine Learning (ML) and Artificial Intelligence (AI) models that create efficiencies for the organization and lead to previously undiscovered insights from your data.\u003c\/p\u003e\r\n\r\n\u003cp\u003eThe course begins by teaching you how to use Python libraries, such as Pandas, Numpy and SciPy, to work with all types of data in Python, including everything from data in a Relational Database to Google Images. You’ll learn how to manage, transform and visualize data in every conceivable way, in order to unearth the real value in your current and historic data. You’ll then use Python libraries such as Scikit- Learn to understand how to build, evaluate and deploy many Machine Learning (ML) and Artificial Intelligence (AI) models that not only predict into the future but constantly learn from data as new events unfold.\u003c\/p\u003e\r\n\r\n\u003cp\u003eBy the end of this course, you will be able to confidently apply many ML \u0026amp; AI techniques to both enhance your organization’s efficiencies and through predictive modelling, be prepared for future possibilities.\u003c\/p\u003e\r\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eYou Will Learn How To: \u003c\/h3\u003e\n\u003cul\u003e\r\n\t\u003cli\u003eTranslate everyday business questions as well as more complex problems into Machine Learning tasks in order to make truly data-driven decisions\u003c\/li\u003e\r\n\t\u003cli\u003eUse Python Pandas, Matplotlib \u0026amp; Seaborn libraries to Explore, Analyze \u0026amp; Visualize data from varied sources (the Web, Word documents, Email, Twitter, NoSQL stores, Databases, Data Warehouses \u0026amp; more) for patterns and trends relevant to your business\u003c\/li\u003e\r\n\t\u003cli\u003eTrain a Machine Learning Classifier using different algorithmic techniques from the Scikit-Learn library (eg. Decision Trees, Logistic Regression, Neural Networks)\u003c\/li\u003e\r\n\t\u003cli\u003eRe-segment your customer market using K-Means \u0026amp; Hierarchical algorithms for better alignment of products \u0026amp; services to customer needs\u003c\/li\u003e\r\n\t\u003cli\u003eDiscover hidden customer behaviors from Association Rules and build a Recommendation Engine based on behavioral patterns\u003c\/li\u003e\r\n\t\u003cli\u003eInvestigate relationships \u0026amp; flows between people and business relevant entities using Social Network Analysis\u003c\/li\u003e\r\n\t\u003cli\u003eBuild predictive models of revenue and other numeric variables using Linear Regression\u003c\/li\u003e\r\n\u003c\/ul\u003e\r\n\u003c\/div\u003e\u003cdiv\u003e\n\u003cul class=\"accordion\"\u003e\r\n\t\u003cli\u003e\r\n\t\u003ch3\u003eWho Should Attend This Course: \u003c\/h3\u003e\r\n\r\n\t\u003cdiv\u003e\r\n\t\u003cp\u003eThis course is for anyone who is interested in gaining foundational knowledge of data science. This data scientist training course is designed for beginners, technical and non-technical.\u003c\/p\u003e\r\n\t\u003c\/div\u003e\r\n\t\u003c\/li\u003e\r\n\u003c\/ul\u003e\r\n\u003c\/div\u003e","brand":"Learning Tree","offers":[{"title":"269A63US \/ 2026-09-14T09:00:00 \/ Online","offer_id":44037403771060,"sku":"US-1264-IL","price":2412.0,"currency_code":"USD","in_stock":true},{"title":"269C26US \/ 2026-09-21T09:00:00 \/ Online","offer_id":44137952084148,"sku":"US-1264-IL","price":2412.0,"currency_code":"USD","in_stock":true},{"title":"26AA03CN \/ 2026-10-05T09:00:00 \/ Toronto","offer_id":44137952116916,"sku":"US-1264-IL","price":2412.0,"currency_code":"USD","in_stock":true},{"title":"26AA81US \/ 2026-10-19T09:00:00 \/ New York","offer_id":44137952149684,"sku":"US-1264-IL","price":2412.0,"currency_code":"USD","in_stock":true},{"title":"26AA82US \/ 2026-10-26T09:00:00 \/ Aurora, CO","offer_id":44137952182452,"sku":"US-1264-IL","price":2412.0,"currency_code":"USD","in_stock":true},{"title":"26BA09CN \/ 2026-11-02T09:00:00 \/ Ottawa","offer_id":44137952215220,"sku":"US-1264-IL","price":2412.0,"currency_code":"USD","in_stock":true},{"title":"26BA68US \/ 2026-11-16T09:00:00 \/ Austin","offer_id":44137952247988,"sku":"US-1264-IL","price":2412.0,"currency_code":"USD","in_stock":true},{"title":"26CA57US \/ 2026-12-07T09:00:00 \/ Herndon, VA","offer_id":44137952280756,"sku":"US-1264-IL","price":2412.0,"currency_code":"USD","in_stock":true},{"title":"26CA58US \/ 2026-12-14T09:00:00 \/ Washington, DC","offer_id":44137952313524,"sku":"US-1264-IL","price":2412.0,"currency_code":"USD","in_stock":true},{"title":"271A08CN \/ 2027-01-04T09:00:00 \/ Toronto","offer_id":44137952346292,"sku":"US-1264-IL","price":2412.0,"currency_code":"USD","in_stock":true},{"title":"271A80US \/ 2027-01-11T09:00:00 \/ New York","offer_id":44137952379060,"sku":"US-1264-IL","price":2412.0,"currency_code":"USD","in_stock":true},{"title":"271A81US \/ 2027-01-25T09:00:00 \/ San Francisco","offer_id":44137952411828,"sku":"US-1264-IL","price":2412.0,"currency_code":"USD","in_stock":true},{"title":"272A05CN \/ 2027-02-01T09:00:00 \/ Ottawa","offer_id":44137952444596,"sku":"US-1264-IL","price":2412.0,"currency_code":"USD","in_stock":true},{"title":"272A47US \/ 2027-02-08T09:00:00 \/ Austin","offer_id":44141790167220,"sku":"US-1264-IL","price":2412.0,"currency_code":"USD","in_stock":true},{"title":"273A64US \/ 2027-03-01T09:00:00 \/ Herndon, VA","offer_id":44154511655092,"sku":"US-1264-IL","price":2412.0,"currency_code":"USD","in_stock":true},{"title":"273A65US \/ 2027-03-08T09:00:00 \/ Washington, DC","offer_id":44157540794548,"sku":"US-1264-IL","price":2412.0,"currency_code":"USD","in_stock":true},{"title":"274A52US \/ 2027-04-05T09:00:00 \/ New York","offer_id":44175342960820,"sku":"US-1264-IL","price":2412.0,"currency_code":"USD","in_stock":true},{"title":"274A06CN \/ 2027-04-12T09:00:00 \/ Toronto","offer_id":44177875959988,"sku":"US-1264-IL","price":2412.0,"currency_code":"USD","in_stock":true},{"title":"274A53US \/ 2027-04-26T09:00:00 \/ Aurora, CO","offer_id":44183589060788,"sku":"US-1264-IL","price":2412.0,"currency_code":"USD","in_stock":true},{"title":"275A59US \/ 2027-05-03T09:00:00 \/ Austin","offer_id":44214590210228,"sku":"US-1264-IL","price":2412.0,"currency_code":"USD","in_stock":true},{"title":"275A06CN \/ 2027-05-10T09:00:00 \/ Ottawa","offer_id":44219138113716,"sku":"US-1264-IL","price":2412.0,"currency_code":"USD","in_stock":true},{"title":"275A60US \/ 2027-05-17T09:00:00 \/ Herndon, VA","offer_id":44226628026548,"sku":"US-1264-IL","price":2412.0,"currency_code":"USD","in_stock":true},{"title":"276A17CN \/ 2027-06-07T09:00:00 \/ Toronto","offer_id":44243300516020,"sku":"US-1264-IL","price":2412.0,"currency_code":"USD","in_stock":true},{"title":"276A63US \/ 2027-06-07T09:00:00 \/ Washington, DC","offer_id":44243300548788,"sku":"US-1264-IL","price":2412.0,"currency_code":"USD","in_stock":true},{"title":"276A64US \/ 2027-06-21T09:00:00 \/ New York","offer_id":44252181266612,"sku":"US-1264-IL","price":2412.0,"currency_code":"USD","in_stock":true}]},{"product_id":"introduction-to-data-analytics","title":"Introduction to Data Analytics","description":"","brand":"Learning Tree","offers":[{"title":"26AB19US \/ 2026-10-14T09:00:00 \/ New York","offer_id":44137977839796,"sku":"US-1290-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"26BB27US \/ 2026-11-23T09:00:00 \/ Austin","offer_id":44137977872564,"sku":"US-1290-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"272A86US \/ 2027-02-17T09:00:00 \/ Herndon, VA","offer_id":44147391496372,"sku":"US-1290-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"273B07US \/ 2027-03-10T09:00:00 \/ New York","offer_id":44158120132788,"sku":"US-1290-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"273A17CN \/ 2027-03-31T09:00:00 \/ Ottawa","offer_id":44172998607028,"sku":"US-1290-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"274A95US \/ 2027-04-21T09:00:00 \/ Austin","offer_id":44180657537204,"sku":"US-1290-IL","price":2005.0,"currency_code":"USD","in_stock":true}]},{"product_id":"building-practical-skills-in-nlp-and-generative-ai","title":"Building Practical Skills in NLP and Generative AI","description":"","brand":"Learning Tree","offers":[{"title":"269A71US \/ 2026-09-09T09:00:00 \/ Online","offer_id":44032323977396,"sku":"US-1293-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"269A76CN \/ 2026-09-23T09:00:00 \/ Ottawa","offer_id":44137953427636,"sku":"US-1293-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"26BB28US \/ 2026-11-04T09:00:00 \/ Austin","offer_id":44137953460404,"sku":"US-1293-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"26BB29US \/ 2026-11-23T09:00:00 \/ New York","offer_id":44137953493172,"sku":"US-1293-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"272A14CN \/ 2027-02-17T09:00:00 \/ Ottawa","offer_id":44147391299764,"sku":"US-1293-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"273B08US \/ 2027-03-10T09:00:00 \/ Herndon, VA","offer_id":44158119149748,"sku":"US-1293-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"274A97US \/ 2027-04-07T09:00:00 \/ Austin","offer_id":44175809544372,"sku":"US-1293-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"274A98US \/ 2027-04-21T09:00:00 \/ New York","offer_id":44180657406132,"sku":"US-1293-IL","price":2005.0,"currency_code":"USD","in_stock":true}]},{"product_id":"introduction-to-artificial-intelligence-ai","title":"Introduction to Artificial Intelligence (AI)","description":"\u003cdiv\u003e\u003cp\u003eIn this hands-on \u003cstrong\u003eIntroduction to Artificial Intelligence course\u003c\/strong\u003e, we will introduce you to the key concepts in modern AI and discuss how they apply to you and your business. You will get “hands-on” with AI technologies and gain an appreciation of what is happening under the surface while discussing many of the challenges that are holding back the adoption of these tools.\u003cspan data-ccp-props='{\"201341983\":0,\"335559739\":160,\"335559740\":259}'\u003e \u003c\/span\u003e\u003c\/p\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eIntroduction to Artificial Intelligence (AI) Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003eIn this course, you will learn how to:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\u003cspan xml:lang=\"EN-US\" data-contrast=\"auto\"\u003e\u003cspan data-ccp-parastyle=\"No Spacing\"\u003eDiscover how artificial intelligence can assist businesses.\u003c\/span\u003e\u003c\/span\u003e\u003c\/li\u003e\n\u003cli paraeid=\"{f4d0e045-4da1-4d9d-bd60-6ace093abfdd}{223}\" paraid=\"557414515\"\u003e\u003cspan xml:lang=\"EN-US\" data-contrast=\"auto\"\u003e\u003cspan data-ccp-parastyle=\"No Spacing\"\u003eLearn how machine learning models enable quick, reliable, and uniform decision-making.\u003c\/span\u003e\u003c\/span\u003e\u003c\/li\u003e\n\u003cli paraeid=\"{f4d0e045-4da1-4d9d-bd60-6ace093abfdd}{230}\" paraid=\"885957179\"\u003e\u003cspan xml:lang=\"EN-US\" data-contrast=\"auto\"\u003e\u003cspan data-ccp-parastyle=\"No Spacing\"\u003eExplore the fascinating world of deep learning, where computers gain the ability to interpret images in novel ways.\u003c\/span\u003e\u003c\/span\u003e\u003c\/li\u003e\n\u003cli paraeid=\"{f4d0e045-4da1-4d9d-bd60-6ace093abfdd}{237}\" paraid=\"1983018810\"\u003e\n\u003cspan xml:lang=\"EN-US\" data-contrast=\"auto\"\u003e\u003cspan data-ccp-parastyle=\"No Spacing\"\u003eUnderstand the limitations of AI and the risks associated with its adoption.\u003c\/span\u003e\u003c\/span\u003e\u003cspan xml:lang=\"EN-US\" data-contrast=\"auto\"\u003e\u003c\/span\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eAfter completing the “Introduction to AI” course, you will have the confidence to discuss and evaluate AI solutions.\u003cspan xml:lang=\"EN-US\" data-contrast=\"auto\"\u003e\u003cspan data-ccp-parastyle=\"No Spacing\"\u003e\u003c\/span\u003e\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003ePrerequisites\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003eNone.\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003eIntroduction to Artificial Intelligence Training Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 1: What is Artificial Intelligence? \u003c\/h4\u003e\n\u003cp\u003eIn this module, we will define artificial intelligence, the different terms, and technologies available within AI, and discuss some of the constraints and limitations to those technologies. \u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eObjectives: \u003c\/b\u003e \u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eWhat are the different terms that fall under Artificial Intelligence, and what do they mean to me? \u003c\/li\u003e\n\u003cli\u003eHow should we define “intelligence”? \u003c\/li\u003e\n\u003cli\u003eWhat technology is available with AI?\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 2: Machines that learn \u003c\/h4\u003e\n\u003cp\u003e\u003cb\u003e\u003c\/b\u003eHow do machines make these fast, accurate, consistent decisions? \u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eObjectives: \u003c\/b\u003e \u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eWhat is machine learning? \u003c\/li\u003e\n\u003cli\u003eHow can these technologies benefit an organization? \u003c\/li\u003e\n\u003cli\u003eBest practices associated with machine learning \u003c\/li\u003e\n\u003cli\u003eHow can you tell if a machine-learning model is effective?\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 3: Image recognition \u003c\/h4\u003e\n\u003cp\u003e\u003cb\u003e\u003c\/b\u003eImage recognition powers some of the most exciting (self-driving cars) and controversial (face recognition) uses of AI. In this module, we will see how neural networks can learn to classify complex images. \u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eObjectives: \u003c\/b\u003e \u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eWhat are neural networks, and how do they differ from machine learning? \u003c\/li\u003e\n\u003cli\u003eHow can these technologies benefit an organization? \u003c\/li\u003e\n\u003cli\u003eWhat happens when we teach a neural network how to recognize images?\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 4: Chatbots and Generative AI \u003c\/h4\u003e\n\u003cp\u003e\u003cb\u003e\u003c\/b\u003eIn this module, we will define Generative AI, the different applications within Generative AI, and discuss what Generative AI can do for a business now, and what can be expected down the road. \u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eObjectives: \u003c\/b\u003e \u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eWhat is Generative AI? \u003c\/li\u003e\n\u003cli\u003eOverview of the different AI applications \u003c\/li\u003e\n\u003cli\u003eWhat can Generative AI do for a business now, and what is the potential?\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 5: Protecting AI Systems \u003c\/h4\u003e\n\u003cp\u003e\u003cb\u003e\u003c\/b\u003eIn this module, we discuss the dangers of AI and how to keep yourself, and your organization, safe while using these tools. \u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eObjectives: \u003c\/b\u003e \u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eHow do you secure Artificial Intelligence? \u003c\/li\u003e\n\u003cli\u003eWhat are the risks of Artificial Intelligence? \u003c\/li\u003e\n\u003cli\u003eBest practices for protecting your business, and your privacy \u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 6: AI, society, and ethics \u003c\/h4\u003e\n\u003cp\u003e\u003cb\u003e\u003c\/b\u003eWhat happens when we delegate decision-making to the machines? \u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eObjectives: \u003c\/b\u003e \u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eWhat types of biases derive from AI systems, and how can we mitigate those? \u003c\/li\u003e\n\u003cli\u003eHow does a business ensure they are being ethical while using AI? \u003c\/li\u003e\n\u003cli\u003eWhat impact does AI have on society, and how do you navigate these impacts in a business context?\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 7: The future of AI \u003c\/h4\u003e\n\u003cp\u003e\u003cb\u003e\u003c\/b\u003eIn this module, we sketch various AI-fueled scenarios and consider how likely they are to come to fruition. \u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eObjectives: \u003c\/b\u003e \u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eWhat is the threat of AI on humanity, on our businesses? \u003c\/li\u003e\n\u003cli\u003eWhat does the future of work and business look like?\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e","brand":"Learning Tree","offers":[{"title":"269A28US \/ 2026-09-21T09:00:00 \/ Online","offer_id":44046005141684,"sku":"US-4700-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"26AA25US \/ 2026-10-13T09:00:00 \/ Online","offer_id":44104375697588,"sku":"US-4700-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"26BA19US \/ 2026-11-16T09:00:00 \/ Online","offer_id":44105306374324,"sku":"US-4700-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"26CA22US \/ 2026-12-14T09:00:00 \/ Online","offer_id":44105814016180,"sku":"US-4700-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"271A11US \/ 2027-01-11T09:00:00 \/ Online","offer_id":44119984701620,"sku":"US-4700-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"272A04US \/ 2027-02-11T09:00:00 \/ Online","offer_id":44141790560436,"sku":"US-4700-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"273A12US \/ 2027-03-15T09:00:00 \/ Online","offer_id":44160346816692,"sku":"US-4700-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"274A08US \/ 2027-04-13T09:00:00 \/ Online","offer_id":44178030919860,"sku":"US-4700-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"275A09US \/ 2027-05-14T09:00:00 \/ Online","offer_id":44222876680372,"sku":"US-4700-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"269D15US \/ 2026-09-28T09:00:00 \/ Online","offer_id":44240985391284,"sku":"US-4700-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"276A06US \/ 2027-06-14T09:00:00 \/ Online","offer_id":44246672441524,"sku":"US-4700-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"277A04US \/ 2027-07-06T09:00:00 \/ Online","offer_id":44261127913652,"sku":"US-4700-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"278A05US \/ 2027-08-09T09:00:00 \/ Online","offer_id":44338875072692,"sku":"US-4700-IL","price":644.0,"currency_code":"USD","in_stock":true}]},{"product_id":"graph-databases-for-data-analytics-and-ai","title":"Graph Databases for Data Analytics and AI","description":"\u003cdiv\u003e\n\u003cp\u003eIn this \u003cstrong\u003eGraph Databases for Data Analytics and AI Training\u003c\/strong\u003e course, you will learn how databases for graph data can support data analytics and artificial intelligence in ways not practical with traditional relational databases. You will see practical and profitable use cases and understand the importance of graph data in today’s world. You will master the practical aspects of importing and exporting data for graph databases, and how graph databases are searched and queried.\u003c\/p\u003e\r\n\u003cp\u003eGraph databases are also ideal for the representation of human knowledge, not just simple facts. You will understand how knowledgebase graphs integrate with artificial intelligence systems and learn to use these systems to provide business analyses and insights.\u003c\/p\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eGraph Databases for Data Analytics and AI Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003eIn this course, you will:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eLearn what graph data is and why graph data is critical in today’s business environment.\u003c\/li\u003e\n\u003cli\u003eSee how businesses and government agencies are using graph data.\u003c\/li\u003e\n\u003cli\u003eExplore the differences among the many graph database platforms.\u003c\/li\u003e\n\u003cli\u003eUnderstand the different file formats used to import and export graph data.\u003c\/li\u003e\n\u003cli\u003eQuery graph databases to obtain specialized data and important insights.\u003c\/li\u003e\n\u003cli\u003eUnderstand the differences among the different query languages for graph data.\u003c\/li\u003e\n\u003cli\u003eLearn how human knowledge can be represented using knowledge graphs.\u003c\/li\u003e\n\u003cli\u003eConstruct a database of knowledge, as opposed to simple facts.\u003c\/li\u003e\n\u003cli\u003eUse a “knowledgebase” to infer new insights not present in the stored data.\u003c\/li\u003e\n\u003cli\u003eUnderstand how the techniques of graph data and advanced neural networks can work together for advanced data analytic and artificial intelligence systems.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003eTraining Prerequisites\u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003eAttendees should have a general understanding of the fundamentals of databases, but database experience is not required. Experience with some programming or scripting language is expected, but a detailed knowledge or Python is not required.\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003eGraph Databases for Data Analytics and AI Training Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 1: Why Graph Databases are Important\u003c\/h4\u003e\n\u003cp\u003e\u003cb\u003eObjectives\u003c\/b\u003e:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eUnderstand what graph data is and why it is important\u003c\/li\u003e\n\u003cli\u003eExplore a few or the many practical applications of graph databases\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eContents:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eWhat are graphs?\u003c\/li\u003e\n\u003cli\u003eHow graphs are used to provide structure to data\u003c\/li\u003e\n\u003cli\u003eBusiness use-cases of graph databases\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 2: Foundations of Graphs and Graph Data\u003c\/h4\u003e\n\u003cp\u003e\u003cb\u003eObjectives:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eStoring graph data in simple files\u003c\/li\u003e\n\u003cli\u003eWhat is a relational database?\u003c\/li\u003e\n\u003cli\u003eHow graph databases differ from traditional relational databases\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eContents:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eHow graphs are used to provide structure to data\u003c\/li\u003e\n\u003cli\u003eGraph software\u003c\/li\u003e\n\u003cli\u003eGraph data in files\u003c\/li\u003e\n\u003cli\u003eFile format alternatives\u003c\/li\u003e\n\u003cli\u003eScripts for manipulating and characterising graph data\u003c\/li\u003e\n\u003cli\u003eDiagramming graphs\u003c\/li\u003e\n\u003cli\u003eDiagramming graphs with Python\u003c\/li\u003e\n\u003cli\u003eUsing GraphViz software\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 3: Graph Database Platforms\u003c\/h4\u003e\n\u003cp\u003e\u003cb\u003eObjectives:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eExamine commercial graph database systems\u003c\/li\u003e\n\u003cli\u003eUnderstand the differences among graph database systems\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eContents:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eOptions for graph database systems\u003c\/li\u003e\n\u003cli\u003eIntroduction to Neo4j\u003c\/li\u003e\n\u003cli\u003eIntroduction to GraphDB\u003c\/li\u003e\n\u003cli\u003eIntroduction to CogniPy\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 4: Querying and Analysing Graph Data\u003c\/h4\u003e\n\u003cp\u003e\u003cb\u003eObjectives:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eLearn how to query data in a graph database\u003c\/li\u003e\n\u003cli\u003eUnderstand the differences among graph database query languages\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eContents:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eUsing the Neo4j browser\u003c\/li\u003e\n\u003cli\u003eThe Cypher® graph query language\u003c\/li\u003e\n\u003cli\u003eStructure of Cypher® queries\u003c\/li\u003e\n\u003cli\u003eViewing and interpreting query results\u003c\/li\u003e\n\u003cli\u003eOther graph query languages\u003c\/li\u003e\n\u003cli\u003eGraphQL\u003c\/li\u003e\n\u003cli\u003eGremlin\u003c\/li\u003e\n\u003cli\u003eSPARQL\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 5: Using Graph Database APIs to Build Systems\u003c\/h4\u003e\n\u003cp\u003e\u003cb\u003eObjectives:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eUnderstand how APIs are used to build a system\u003c\/li\u003e\n\u003cli\u003eExplore some examples using Python\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eContents:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eUsing Python to manage and query a Neo4j graph database\u003c\/li\u003e\n\u003cli\u003eHow graphs are used to provide structure to data\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 6: Knowledge Graphs\u003c\/h4\u003e\n\u003cp\u003e\u003cb\u003eObjectives:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eLearn how human knowledge can be represented in graph data using semantic nets\u003c\/li\u003e\n\u003cli\u003eCreate a simple knowledge graph\u003c\/li\u003e\n\u003cli\u003eUnderstand ontologies\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eContents:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eSemantic nets and the Resource Description Framework (RDF)\u003c\/li\u003e\n\u003cli\u003eFormats for representing RDF triples\u003c\/li\u003e\n\u003cli\u003eOntologies\u003c\/li\u003e\n\u003cli\u003eThe structure of ontology documents\u003c\/li\u003e\n\u003cli\u003eTools for creating and editing ontologies\u003c\/li\u003e\n\u003cli\u003eProtege and other Tools\u003c\/li\u003e\n\u003cli\u003eSemantic Nets and Knowledge graphs\u003c\/li\u003e\n\u003cli\u003eLoading knowledge graphs into a graph database\u003c\/li\u003e\n\u003cli\u003eApplying logic-based “reasoners” to knowledge graphs\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 7: Graph Neural Networks\u003c\/h4\u003e\n\u003cp\u003e\u003cb\u003eObjectives:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eUnderstand the Need for “Hybrid” AI\u003c\/li\u003e\n\u003cli\u003eApplying convolutional neural networks to graph data\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eContents:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e“Hybrid” AI\u003c\/li\u003e\n\u003cli\u003eCreating graph neural networks\u003c\/li\u003e\n\u003cli\u003eApplying convolutional neural networks to graph data\u003c\/li\u003e\n\u003cli\u003eReview the basics of convolutional neural networks\u003c\/li\u003e\n\u003cli\u003eTraining the hybrid AI\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e","brand":"Learning Tree","offers":[{"title":"26BB30US \/ 2026-11-04T09:00:00 \/ Herndon, VA","offer_id":44137964961972,"sku":"US-1294-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"271B29US \/ 2027-01-06T09:00:00 \/ Herndon, VA","offer_id":44137964994740,"sku":"US-1294-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"273B09US \/ 2027-03-10T09:00:00 \/ Herndon, VA","offer_id":44158120296628,"sku":"US-1294-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"275B17US \/ 2027-05-12T09:00:00 \/ Herndon, VA","offer_id":44219686387892,"sku":"US-1294-IL","price":2005.0,"currency_code":"USD","in_stock":true}]},{"product_id":"apmg-foundation-in-artificial-intelligence-certification","title":"BCS Foundation Certificate in Artificial Intelligence","description":"\u003cdiv\u003e\n\u003cp\u003eArtificial Intelligence (AI) is a methodology for using a non-human system to learn from experience and imitate human intelligent behavior. The APMG Foundation Certificate in Artificial Intelligence tests a candidate’s knowledge and understanding of AI terminology and general principles. \u003c\/p\u003e\r\n\u003cp\u003eThis syllabus covers the potential benefits and challenges of Ethical and Sustainable Robust Artificial Intelligence; the basic process of Machine Learning (ML) – Building a Machine Learning Toolkit; the challenges and risks associated with an AI project; and the future of AI and Humans in work.\u003c\/p\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eAPMG Foundation in Artificial Intelligence Certification Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003eCourse Benefits:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eHuman-centric ethical and sustainable human and artificial intelligence.\u003c\/li\u003e\n\u003cli\u003eArtificial intelligence and robotics.\u003c\/li\u003e\n\u003cli\u003eApply the benefits of AI projects – challenges and risks.\u003c\/li\u003e\n\u003cli\u003eMachine learning theory and practice – building a machine learning toolbox.\u003c\/li\u003e\n\u003cli\u003eThe management, roles and responsibilities of humans and machines – the future of AI.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003eTraining Prerequisites\u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003eRecommended to have basic IT literacy and awareness of business processes.\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eCertification Exam Information\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003eThe APMG Foundation Certificate in Artificial Intelligence is a foundation-level certification focused on core AI concepts, technologies, and applications intended for professionals getting started in AI.\u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eDuration\u003c\/strong\u003e: 60-minute, closed-book exam\u003cbr\u003e\u003cstrong\u003eNumber of Questions\u003c\/strong\u003e: 40 multiple-choice questions\u003cbr\u003e\u003cstrong\u003ePassing Score\u003c\/strong\u003e: Answer 26 out of 40 questions (achieve 65% or above)\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003eArtificial Intelligence Certification Training Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 1: Ethical and Sustainable Human and Artificial Intelligence\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eRecall the general definition of Human and Artificial Intelligence (AI)\u003c\/li\u003e\n\u003cli\u003eDescribe the concept of intelligent agents.\u003c\/li\u003e\n\u003cli\u003eDescribe a modern approach to Human logical levels of thinking using Robert Dilt’s model.\u003c\/li\u003e\n\u003cli\u003eDescribe what are Ethics and Trustworthy AI in particular.\u003c\/li\u003e\n\u003cli\u003eRecall the general definition of ethics.\u003c\/li\u003e\n\u003cli\u003eRecall that a Human Centric Ethical Purpose respects fundamental rights, principles and values.\u003c\/li\u003e\n\u003cli\u003eRecall that Ethical Purpose AI is delivered using Trustworthy AI that is technically robust.\u003c\/li\u003e\n\u003cli\u003eRecall that the Human Centric Ethical Purpose is continually assessed and monitored.\u003c\/li\u003e\n\u003cli\u003eDescribe the three fundamental areas of sustainability and the United Nations’s seventeen sustainability goals.\u003c\/li\u003e\n\u003cli\u003eDescribe how AI is part of “Universal Design” and “The Fourth Industrial Revolution.”\u003c\/li\u003e\n\u003cli\u003eUnderstanding ML is a significant contribution to the growth of Artificial Intelligence.\u003c\/li\u003e\n\u003cli\u003eDescribe “learning from experience” and how it relates to Machine Learning (ML) (Tom Mitchell’s explicit definition).\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 2: Artificial Intelligence and Robotics\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eDemonstrate understanding of the AI Intelligent agent description.\u003c\/li\u003e\n\u003cli\u003eList the four rational agent dependencies.\u003c\/li\u003e\n\u003cli\u003eDescribe agents in terms of \u003cem\u003eperformance measures, environment, actuators and sensors\u003c\/em\u003e.\u003c\/li\u003e\n\u003cli\u003eDescribe four types of agents: reflex, model-based reflex, goal-based and utility-based.\u003c\/li\u003e\n\u003cli\u003eIdentify the relationship of AI agents with Machine Learning (ML)\u003c\/li\u003e\n\u003cli\u003eDescribe what a robot is and\u003c\/li\u003e\n\u003cli\u003eDescribe robotic paradigms.\u003c\/li\u003e\n\u003cli\u003eDescribe an intelligent robot.\u003c\/li\u003e\n\u003cli\u003eRelate intelligent robotics to intelligent agents.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 3: Applying the benefits of AI – challenges and risks\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eDescribe how sustainability relates to human-centric ethical AI and how our values will drive our use of AI to change humans, society and organizations.\u003c\/li\u003e\n\u003cli\u003eExplain the benefits of Artificial Intelligence.\u003c\/li\u003e\n\u003cli\u003eList advantages of machine and human intelligence.\u003c\/li\u003e\n\u003cli\u003eDescribe the challenges of Artificial Intelligence.\u003c\/li\u003e\n\u003cli\u003eGeneral ethical challenges AI raises.\u003c\/li\u003e\n\u003cli\u003eGeneral examples of the limitations of AI systems compared to human systems.\u003c\/li\u003e\n\u003cli\u003eDemonstrate understanding of the risks of AI projects.\u003c\/li\u003e\n\u003cli\u003eGive at least one general example of the risks of AI.\u003c\/li\u003e\n\u003cli\u003eDescribe a typical AI project team.\u003c\/li\u003e\n\u003cli\u003eDescribe a domain expert.\u003c\/li\u003e\n\u003cli\u003eDescribe what is “fit-of-purpose.”\u003c\/li\u003e\n\u003cli\u003eDescribe the difference between waterfall and agile projects.\u003c\/li\u003e\n\u003cli\u003eList opportunities for AI.\u003c\/li\u003e\n\u003cli\u003eIdentify a typical funding source for AI projects and relate it to the NASA Technology Readiness Levels (TRLs).\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 4: Starting AI and how to build a Machine Learning Toolbox – Theory and Practice\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eDescribe how we learn more from data functionality, software and hardware.\u003c\/li\u003e\n\u003cli\u003eList common open-source machine Learning functionality, software and hardware.\u003c\/li\u003e\n\u003cli\u003eDescribe the introductory theory of Machine Learning.\u003c\/li\u003e\n\u003cli\u003eDescribe typical tasks in preparation of data.\u003c\/li\u003e\n\u003cli\u003eDescribe typical types of Machine Learning Algorithms.\u003c\/li\u003e\n\u003cli\u003eDescribe the typical methods of visualizing data.\u003c\/li\u003e\n\u003cli\u003eRecall which typical, narrow AI capability is useful in ML and AI agents’ functionality.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 5: The Management, Roles and Responsibilities of humans and machines\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eDemonstrate an understanding that Artificial Intelligence (in particular, Machine Learning) will drive humans and machines to work together.\u003c\/li\u003e\n\u003cli\u003eList future directions of humans and machines working together.\u003c\/li\u003e\n\u003cli\u003eDescribe a “learning from experience” Agile approach to projects.\u003c\/li\u003e\n\u003cli\u003eDescribe the type of team members needed for an Agile project.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e","brand":"Learning Tree","offers":[{"title":"26AB27US \/ 2026-10-14T09:00:00 \/ Austin","offer_id":44137953558708,"sku":"US-1298-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"26BB45US \/ 2026-11-04T09:00:00 \/ Herndon, VA","offer_id":44137953591476,"sku":"US-1298-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"26CB06US \/ 2026-12-16T09:00:00 \/ New York","offer_id":44137953689780,"sku":"US-1298-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"271A18CN \/ 2027-01-13T09:00:00 \/ Ottawa","offer_id":44137953722548,"sku":"US-1298-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"273B19US \/ 2027-03-10T09:00:00 \/ Austin","offer_id":44158119182516,"sku":"US-1298-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"274B08US \/ 2027-04-07T09:00:00 \/ Herndon, VA","offer_id":44175808921780,"sku":"US-1298-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"275B35US \/ 2027-05-12T09:00:00 \/ New York","offer_id":44219686420660,"sku":"US-1298-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"276A19CN \/ 2027-06-09T09:00:00 \/ Ottawa","offer_id":44244031635636,"sku":"US-1298-IL","price":2005.0,"currency_code":"USD","in_stock":true}]},{"product_id":"microsoft-azure-ai-fundamentals-training-ai-902","title":"Introduction to AI in Azure (AI-901)","description":"\u003cdiv\u003e\u003cp\u003eArtificial Intelligence (AI) will define the next generation of software solutions and unlocks the potential to create amazing applications that improve life for everyone. This \u003cb\u003eMicrosoft Azure AI Fundamentals Training\u003c\/b\u003e introduces AI and the Microsoft services students can use to create AI solutions.\u003c\/p\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eMicrosoft Azure AI Fundamentals Training (AI-900) Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003eIn this course, you will learn how to:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eDescribe Artificial Intelligence workloads and considerations.\u003c\/li\u003e\n\u003cli\u003eDescribe fundamental principles of machine learning on Azure.\u003c\/li\u003e\n\u003cli\u003eDescribe features of computer vision workloads on Azure.\u003c\/li\u003e\n\u003cli\u003eDescribe features of Natural Language Processing (NLP) workloads on Azure.\u003c\/li\u003e\n\u003cli\u003eDescribe features of conversational AI workloads on Azure.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003ePrerequisites:\u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003ePrerequisite certification is not required before taking this course. However, successful Azure AI Fundamental students start with essential knowledge of computing and internet concepts and an interest in using Azure AI services.\u003c\/p\u003e\n\u003cp\u003eBefore taking this course, students should have:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eExperience using computers and the internet.\u003c\/li\u003e\n\u003cli\u003eInterest in use cases for AI applications and machine learning models.\u003c\/li\u003e\n\u003cli\u003eA willingness to learn through hands-on exploration.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003eExam Information:\u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003eThis course can help you prepare for the following Microsoft role-based certification exam — \u003ca href=\"https:\/\/docs.microsoft.com\/en-us\/learn\/certifications\/exams\/ai-900\" title=\"Exam AI-900: Microsoft Azure AI Fundamentals\" target=\"_blank\" rel=\"nofollow noopener\"\u003eExam AI-900: Microsoft Azure AI Fundamentals\u003c\/a\u003e.\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003eAzure AI Fundamentals Training Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 1: Explore Fundamentals of Artificial Intelligence\u003c\/h4\u003e\n\u003cp\u003eIn this module, you'll learn how to:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eDescribe Artificial Intelligence workloads and considerations\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eLessons\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eIntroduction to Artificial Intelligence\u003c\/li\u003e\n\u003cli\u003eArtificial Intelligence in Microsoft Azure\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 2: Explore Fundamentals of Machine Learning\u003c\/h4\u003e\n\u003cp\u003eIn this module, you'll learn how to:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eDescribe fundamental principles of machine learning on Azure\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eLessons\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eIntroduction to Machine Learning\u003c\/li\u003e\n\u003cli\u003eAzure Machine Learning\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 3: Explore Fundamentals of Computer Vision\u003c\/h4\u003e\n\u003cp\u003eIn this module, you'll learn how to:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eDescribe features of computer vision workloads on Azure\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eLessons\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eComputer Vision Concepts\u003c\/li\u003e\n\u003cli\u003eCreating Computer Vision solutions in Azure\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 4: Explore Fundamentals of Natural Language Processing\u003c\/h4\u003e\n\u003cp\u003eIn this module, you'll learn how to:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eDescribe features of Natural Language Processing (NLP) workloads on Azure\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eLessons\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eIntroduction to Natural Language Processing\u003c\/li\u003e\n\u003cli\u003eBuilding Natural Language Solutions in Azure\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e","brand":"Microsoft","offers":[{"title":"26AA17US \/ 2026-10-01T09:00:00 \/ Online","offer_id":44055812669620,"sku":"US-8580-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"26AA42CN \/ 2026-10-26T09:00:00 \/ Online","offer_id":44137962438836,"sku":"US-8580-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"26BB37US \/ 2026-11-10T09:00:00 \/ Online","offer_id":44137962471604,"sku":"US-8580-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"26BB38US \/ 2026-11-24T09:00:00 \/ Online","offer_id":44137962504372,"sku":"US-8580-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"26CB02US \/ 2026-12-07T09:00:00 \/ Online","offer_id":44137962537140,"sku":"US-8580-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"271A61CN \/ 2027-01-12T09:00:00 \/ Online","offer_id":44137962569908,"sku":"US-8580-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"272A93US \/ 2027-02-22T09:00:00 \/ Online","offer_id":44150785409204,"sku":"US-8580-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"273A55CN \/ 2027-03-22T09:00:00 \/ Online","offer_id":44166920274100,"sku":"US-8580-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"273B17US \/ 2027-03-31T09:00:00 \/ Online","offer_id":44172995592372,"sku":"US-8580-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"274B03US \/ 2027-04-12T09:00:00 \/ Online","offer_id":44177876123828,"sku":"US-8580-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"275B27US \/ 2027-05-11T09:00:00 \/ Online","offer_id":44219481358516,"sku":"US-8580-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"275B28US \/ 2027-05-25T09:00:00 \/ Online","offer_id":44235696701620,"sku":"US-8580-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"269D46US \/ 2026-09-16T09:00:00 \/ Online","offer_id":44240986112180,"sku":"US-8580-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"276A70CN \/ 2027-06-14T09:00:00 \/ Online","offer_id":44246671687860,"sku":"US-8580-IL","price":644.0,"currency_code":"USD","in_stock":true}]},{"product_id":"leveraging-deep-learning-for-natural-language-processing-course-1","title":"Leveraging Deep Learning for Natural Language Processing Course","description":"\u003cdiv\u003e\u003cp\u003eIn this \u003cstrong\u003eNatural Language Processing course\u003c\/strong\u003e, you will learn how to navigate the various text pre-processing techniques and select the best neural network architecture for Natural Language Processing.\u003c\/p\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eLeveraging Deep Learning for Natural Language Processing Course Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\u003cp\u003eUnderstand various pre-processing techniques for deep learning problems\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eBuild a vector representation of text using word2vec and \u003cabbr title=\"Global Vectors\"\u003eGloVe\u003c\/abbr\u003e\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eCreate a named entity recognizer and parts-of-speech tagger with Apache OpenNLP\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eBuild a machine translation model in \u003ca href=\"https:\/\/keras.io\/\" title=\"Keras: the Python deep learning API\" target=\"_blank\" rel=\"external nofollow noopener\"\u003eKeras\u003c\/a\u003e, a deep learning API\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eDevelop a text generation application using Long short-term memory (LSTM)\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eBuild a trigger word detection application using an attention model\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eTest your knowledge in the included end-of-course exam\u003c\/p\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cp\u003eContinue learning and face new challenges with after-course one-on-one instructor coaching\u003c\/p\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003eNatural Language Processing Course Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 1: Introduction to Natural Language Processing\u003c\/h4\u003e\n\u003cp\u003eIn this module, you will learn about:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eThe basics of Natural Language Processing and its applications\u003c\/li\u003e\n\u003cli\u003ePopular text pre-processing techniques\u003c\/li\u003e\n\u003cli\u003eWord2vec and Glove word embeddings Sentiment classification\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 2: Applications of Natural Language Processing\u003c\/h4\u003e\n\u003cp\u003eIn this module, you will learn about: \u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eNamed Entity Recognition and how to develop it using popular libraries\u003c\/li\u003e\n\u003cli\u003eParts of Speech Tagging\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 3: Introduction to Neural Networks\u003c\/h4\u003e\n\u003cp\u003eIn this module, you will learn about:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eBasics of Gradient descent and backpropagation.\u003c\/li\u003e\n\u003cli\u003eFundamentals of Deep Learning, Keras and deploying a Model-as-a-Service (MaaS)\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 4: Foundations of Convolutional Neural Networks (CNN)\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eIn this module, you will learn about CNN architecture, application areas, and implementation using Keras.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 5: Recurrent Neural Networks (RNN)\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eIn this module, you will learn about RNN architecture, application areas, vanishing gradients, and implementation using Keras.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 6: Gated Recurrent Units (GRU)\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eIn this module, you will learn about GRU architecture, application areas, and implementation using Keras.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 7: Long Short-Term Memory (LSTM)\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eIn this module, you will learn about LSTM architecture, application areas, and implementation using Keras.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 8: State of the Art in Natural Language Processing\u003c\/h4\u003e\n\u003cp\u003eIn this module, you will learn how to:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003ePerform Attention Model and Beam search\u003c\/li\u003e\n\u003cli\u003eUse End to End models for speech processing\u003c\/li\u003e\n\u003cli\u003eUse Dynamic Neural Networks to answer questions\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 9: A Practical NLP Project Workflow in an Organization\u003c\/h4\u003e\n\u003cp\u003eIn this module, you will learn how to:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eAcquire data using free datasets and crowdsourcing\u003c\/li\u003e\n\u003cli\u003eUse cloud infrastructure, such as the Google collab notebook, to train deep learning NLP models\u003c\/li\u003e\n\u003cli\u003eWrite a Flask framework server Rest\u003cabbr title=\"Application Programming Interface\"\u003eAPI\u003c\/abbr\u003e to deploy a model\u003c\/li\u003e\n\u003cli\u003eDeploy the web service on cloud infrastructures such as Amazon Elastic Compute Cloud (Amazon EC2) or Docker Cloud\u003c\/li\u003e\n\u003cli\u003eLeverage the promising techniques in \u003cabbr title=\"Natural Language Processing\"\u003eNLP\u003c\/abbr\u003e, such as Bidirectional Encoder Representations from Transformers (BERT)\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e","brand":"Logical Operations","offers":[{"title":"26BA95US \/ 2026-11-23T09:00:00 \/ Herndon, VA","offer_id":44137983836340,"sku":"US-1278-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"272A64US \/ 2027-02-24T09:00:00 \/ Herndon, VA","offer_id":44151301996724,"sku":"US-1278-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"275A88US \/ 2027-05-26T09:00:00 \/ Herndon, VA","offer_id":44236213518516,"sku":"US-1278-IL","price":2005.0,"currency_code":"USD","in_stock":true}]},{"product_id":"introduction-to-python-for-data-analytics-2","title":"Introduction to Python for Data Analytics","description":"\u003cdiv\u003e\n\u003cp\u003eGain the skills you need to analyze and visualize data with Python. In this Python training, you learn the fundamentals of Python programming with a focus on data analytics, and work with popular statistical computing libraries — like numPy, Pandas, sciPy, and Scikit-learn — that allow you to begin analyzing data to answer key business questions.\u003c\/p\u003e\r\n\u003cp\u003eThe eBooks and on-demand courses provided with this offering are a great way to explore your interest in the topics covered in the instructor-led course. At any time during your annual access to this offering, you may attend one of our 1-day review sessions, Course 4509: Introduction to Python for Data Analytics.\u003c\/p\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eIntroduction to Python for Data Analytics Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eIn this course, you will learn how to:\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eUse Python for statistical data analysis.\u003c\/li\u003e\n\u003cli\u003eGenerate summary statistics with pandas.\u003c\/li\u003e\n\u003cli\u003eClean, transform, and reshape data.\u003c\/li\u003e\n\u003cli\u003eGlean insights from the data through visualization.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003ePrerequisites\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003eNone.\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003ePython for Data Analytics Training Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eInstructor-Led Training Modules\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eWorking with data stored in pandas data frame objects\u003c\/li\u003e\n\u003cli\u003eGenerating summary statistics with pandas\u003c\/li\u003e\n\u003cli\u003eStatistical modelling using NumPy and SciPy\u003c\/li\u003e\n\u003cli\u003ePlotting and visualizing data using MatPlotLib\u003c\/li\u003e\n\u003cli\u003eMaking use of scikit-Learn to mine and analyse a data set\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e","brand":"Learning Tree","offers":[{"title":"269A23US \/ 2026-09-15T09:00:00 \/ Online","offer_id":44038274285748,"sku":"US-4509-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"26BA16US \/ 2026-11-17T09:00:00 \/ Online","offer_id":44105306341556,"sku":"US-4509-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"272A07US \/ 2027-02-17T09:00:00 \/ Online","offer_id":44147391266996,"sku":"US-4509-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"275A11US \/ 2027-05-17T09:00:00 \/ Online","offer_id":44226628157620,"sku":"US-4509-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"278A09US \/ 2027-08-16T09:00:00 \/ Online","offer_id":44347732558004,"sku":"US-4509-IL","price":644.0,"currency_code":"USD","in_stock":true}]},{"product_id":"prompt-engineering-automation-with-python-course-1","title":"Prompt Engineering Automation with Python Course","description":"\u003cdiv\u003e\n\u003cp\u003eWelcome to the 5-day artificial intelligence and prompt engineering course! This exciting and cutting-edge \u003cstrong\u003ePrompt Engineering Automation with Python Course \u003c\/strong\u003eshows you how to automate prompting with Python to get the most value out of artificial intelligence. \u003c\/p\u003e\r\n\u003cp\u003eYou will explore the latest and most powerful Python and LangChain tools so you can automate agents. Emphasis is placed on balancing creative ambition with controlled responsibility to unlock sustainable business value.\u003c\/p\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003ePrompt Engineering Automation with Python Course Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003eBenefits\u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eUnderstanding how best practice Python can help business:\u003c\/b\u003e This course shows how to get the most out of combining Python tools with large language models, using the LangChain Python framework and techniques such as prompt templates, chains, vector embeddings and agents.\u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eLeveraging the full range of automated AI tools available:\u003c\/b\u003e Use large language models to automatically combine the value in your business files with freely available public data.\u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eApplying autonomous and best practice prompting techniques:\u003c\/b\u003e With practical business use cases, this course provides hands-on coding for real-time competitor analysis, dynamic marketing and insightful recruitment strategies relevant to all industries.\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003eTraining Prerequisites\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eMust be able to write and run basic Python scripts.\u003c\/li\u003e\n\u003cli\u003eFamiliar with principles of libraries and API calls.\u003c\/li\u003e\n\u003cli\u003eWorking knowledge of writing prompts for chat models.\u003c\/li\u003e\n\u003cli\u003eComfortable with various AI outputs.\u003c\/li\u003e\n\u003cli\u003eExperience with AI-generated conversations and hallucinations.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003ePrompt Engineering with Python Training Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eDay 1: Introduction to LangChain with Python\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eWhy Python is required for advanced prompt engineering\u003c\/li\u003e\n\u003cli\u003eLangChain Python framework overview\u003c\/li\u003e\n\u003cli\u003eLangChain tools - LLM, search, retrievers, chains, agents\u003c\/li\u003e\n\u003cli\u003ePrompt engineering with Python\u003c\/li\u003e\n\u003cli\u003eQuerying LLMs with Python\u003cb\u003e\u003c\/b\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eDay 2: LangChain tools deep dive\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eIn-depth review of the five main LangChain tools: LLM, search, retrievers, chains, agents\u003c\/li\u003e\n\u003cli\u003eHands-on exercises using Python on each tool\u003c\/li\u003e\n\u003cli\u003ePrompt injection and sequencing with chains\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eDay 3: LangChain Agents and Automation\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eConfiguring LangChain agents\u003c\/li\u003e\n\u003cli\u003eAgent automation with Python\u003c\/li\u003e\n\u003cli\u003eMonitoring and debugging agents\u003c\/li\u003e\n\u003cli\u003eReviewing agents’ readiness for production\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eDay 4: Prompt theory and templates\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eCreating effective, prompt templates\u003c\/li\u003e\n\u003cli\u003eInjecting dynamic data into prompts\u003c\/li\u003e\n\u003cli\u003eStoring prompts \u0026amp; outputs in vector databases\u003c\/li\u003e\n\u003cli\u003eUse cases for scaling prompts\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eDay 5: Commercial Use Cases and Assessment\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eReal-world business applications of LangChain\u003c\/li\u003e\n\u003cli\u003eHands-on workshop solving sample business challenges\u003c\/li\u003e\n\u003cli\u003eDeveloping an end-to-end LangChain solution\u003c\/li\u003e\n\u003cli\u003ePresentations and review\u003c\/li\u003e\n\u003cli\u003eCapstone assessment applying skills to a new commercial use case\u003c\/li\u003e\n\u003cli\u003eFuture applications\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e","brand":"Learning Tree","offers":[{"title":"26AA11CN \/ 2026-10-26T09:00:00 \/ Ottawa","offer_id":44137986064564,"sku":"US-1296-IL","price":2516.0,"currency_code":"USD","in_stock":true},{"title":"26BB31US \/ 2026-11-30T09:00:00 \/ Herndon, VA","offer_id":44137986097332,"sku":"US-1296-IL","price":2516.0,"currency_code":"USD","in_stock":true},{"title":"272A15CN \/ 2027-02-01T09:00:00 \/ Ottawa","offer_id":44137986130100,"sku":"US-1296-IL","price":2516.0,"currency_code":"USD","in_stock":true},{"title":"273B10US \/ 2027-03-08T09:00:00 \/ Herndon, VA","offer_id":44157541679284,"sku":"US-1296-IL","price":2516.0,"currency_code":"USD","in_stock":true},{"title":"275A14CN \/ 2027-05-03T09:00:00 \/ Ottawa","offer_id":44214590898356,"sku":"US-1296-IL","price":2516.0,"currency_code":"USD","in_stock":true},{"title":"276B13US \/ 2027-06-07T09:00:00 \/ Herndon, VA","offer_id":44243293962420,"sku":"US-1296-IL","price":2516.0,"currency_code":"USD","in_stock":true}]},{"product_id":"prompt-engineering-for-business-users-course-1","title":"AI Skills for Business Professionals Course","description":"\u003cdiv\u003e\u003cp\u003eWelcome to the 2-day \u003cstrong\u003ePrompt Engineering for Business Users Course\u003c\/strong\u003e! This exciting and cutting-edge course shows you how to master prompt engineering to get the most out of artificial intelligence. You will explore the best ways to craft your prompts and how to employ the many extra AI components now available on desktops\/laptops, such as plugins, APIs, and visualizations. You’ll also practice using corporate files responsibly to maximize business insight and value.\u003c\/p\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003ePrompt Engineering for Business Users Course Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003eIn this course, you will learn how to:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eGet the most out of large language models using chain-of-thought, perspective prompting and reverse prompting techniques.\u003c\/li\u003e\n\u003cli\u003eExplore the versatility of AI tools with hands-on experience with plug-ins, API integrations for spreadsheets, seamless business file uploads, and dynamic data visualizations.\u003c\/li\u003e\n\u003cli\u003eMaster advanced prompting strategies and gain real-world proficiency in crafting and deploying prompts for business applications applicable across diverse industries, including marketing, competitor analysis, and recruitment.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003eTraining Prerequisites\u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003eA basic knowledge of prompting from ChatGPT, Claude, Bing or Bard\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003ePrompt Engineering for Business Training Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 1 Introduction to GPT-4\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eOverview of GPT-4 architecture, training data, model size\u003c\/li\u003e\n\u003cli\u003eGPT-4 performance on various NLP tasks\u003c\/li\u003e\n\u003cli\u003eConsiderations for prompt length and complexity with GPT-4\u003c\/li\u003e\n\u003cli\u003eUse cases like long-form content generation, reasoning tasks\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 2 Leveraging Plugins\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eDemonstrate top plugins like World News, Zapier\u003c\/li\u003e\n\u003cli\u003eInstall plugins directly or through Extension Manager\u003c\/li\u003e\n\u003cli\u003eUse plugins for keyword highlighting, examples, formatting\u003c\/li\u003e\n\u003cli\u003ePlugins for code generation, spreadsheet functions\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 3 Uploading Multiple Files\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eUpload PDFs, Word docs, and spreadsheets for context\u003c\/li\u003e\n\u003cli\u003eOptimal formatting and highlighting of uploaded docs\u003c\/li\u003e\n\u003cli\u003eLimitations on the number and size of uploaded files\u003c\/li\u003e\n\u003cli\u003eStrategies for multi-file prompts with summaries, citations\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 4 Generating Visualizations\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003ePrompting for graphs, charts, diagrams\u003c\/li\u003e\n\u003cli\u003eChoosing visualization design, data format, level of detail\u003c\/li\u003e\n\u003cli\u003eTechniques for clear axis labels, legends, colors\u003c\/li\u003e\n\u003cli\u003eCreating Dashboards through prompts\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 5 API Integration\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003ePython libraries like Anthropic's Claude API\u003c\/li\u003e\n\u003cli\u003eSetting up the environment, authentication, and making API calls to Google Sheets\u003c\/li\u003e\n\u003cli\u003ePassing inputs processing outputs in Python\u003c\/li\u003e\n\u003cli\u003eBuilding end-to-end workflows with Python + prompting\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eModule 6 Advanced Prompt Engineering Exercises\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eBusiness case examples like market analysis, HR screening\u003c\/li\u003e\n\u003cli\u003eEngineer progressive prompts and iterate based on results\u003c\/li\u003e\n\u003cli\u003ePeer feedback on clarity, effectiveness, completeness\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e","brand":"Learning Tree","offers":[{"title":"269A72US \/ 2026-09-28T09:00:00 \/ New York","offer_id":44053957148852,"sku":"US-1297-IL","price":1580.0,"currency_code":"USD","in_stock":true},{"title":"268A73CN \/ 2026-08-31T09:00:00 \/ Online","offer_id":44137986195636,"sku":"US-1297-IL","price":1580.0,"currency_code":"USD","in_stock":true},{"title":"26BB32US \/ 2026-11-09T09:00:00 \/ Austin","offer_id":44137986228404,"sku":"US-1297-IL","price":1580.0,"currency_code":"USD","in_stock":true},{"title":"26CB05US \/ 2026-12-14T09:00:00 \/ Herndon, VA","offer_id":44137986261172,"sku":"US-1297-IL","price":1580.0,"currency_code":"USD","in_stock":true},{"title":"271A17CN \/ 2027-01-19T09:00:00 \/ Ottawa","offer_id":44137986293940,"sku":"US-1297-IL","price":1580.0,"currency_code":"USD","in_stock":true},{"title":"273B18US \/ 2027-03-08T09:00:00 \/ New York","offer_id":44157540827316,"sku":"US-1297-IL","price":1580.0,"currency_code":"USD","in_stock":true},{"title":"274B07US \/ 2027-04-12T09:00:00 \/ Austin","offer_id":44177876648116,"sku":"US-1297-IL","price":1580.0,"currency_code":"USD","in_stock":true},{"title":"275B34US \/ 2027-05-10T09:00:00 \/ Herndon, VA","offer_id":44219137884340,"sku":"US-1297-IL","price":1580.0,"currency_code":"USD","in_stock":true},{"title":"276A18CN \/ 2027-06-14T09:00:00 \/ Ottawa","offer_id":44246672310452,"sku":"US-1297-IL","price":1580.0,"currency_code":"USD","in_stock":true}]},{"product_id":"real-world-machine-learning-for-non-programmers","title":"Introduction to Machine Learning for Non-Programmers","description":"\u003cdiv\u003e\u003cp\u003eThis No Code Machine Learning course provides a practical and accessible approach to utilizing no code Machine Learning for data evaluation, prediction, analysis, and optimization. Designed for both non-technical and technical data users, it equips you with foundational knowledge to enhance collaboration between business analysts, data scientists, and data engineers.\u003c\/p\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eReal World Machine Learning for Non-Programmers Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003eIn this course, you will learn how to:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eCreate No Code Machine Learning Models: You'll learn to create common no code Machine Learning models using user-friendly, industry-standard, drag-and-drop tools.\u003c\/li\u003e\n\u003cli\u003ePrepare and Analyze Data: Understand how to prepare and explore data to be used with Machine Learning models effectively.\u003c\/li\u003e\n\u003cli\u003eSelect Pre-built Pipelines and Algorithms: Discover how to choose pre-built pipelines and algorithms to train your Machine Learning models.\u003c\/li\u003e\n\u003cli\u003eExplore Ready-to-Use Models: Explore ready-to-use models for tasks like natural language processing and computer vision.\u003c\/li\u003e\n\u003cli\u003eClustering and Regression Models: Learn to group items into clusters using a no-code Clustering Model and predict numeric values using a no-code Regression Model.\u003c\/li\u003e\n\u003cli\u003eClassification Models: Master the art of predicting item categories using a no-code Classification Model.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003eTraining Prerequisites\u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003eNone.\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003eIntroduction to Machine Learning Training Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eChapter 1: Overview of No Code Machine Learning \u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eWhat is Machine Learning?\u003c\/li\u003e\n\u003cli\u003eWhat is No Code Machine Learning?\u003c\/li\u003e\n\u003cli\u003eWhy is No Code Machine Learning so important?\u003c\/li\u003e\n\u003cli\u003eHow do No Code Machine Learning Platforms work?\u003c\/li\u003e\n\u003cli\u003eNo Code Machine Learning with Microsoft Azure\u003c\/li\u003e\n\u003cli\u003eNo Code Machine Learning with Amazon AWS\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eHands-On Exercise 1.1: Exploring industry-standard, visual, drag-and-drop and point-and-click Machine Learning tools\u003cb\u003e\u003c\/b\u003e\u003c\/p\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eChapter 2: Creating Datasets for Training Models \u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eOverview of datasets for Machine Learning\u003c\/li\u003e\n\u003cli\u003eSelecting appropriate datasets\u003c\/li\u003e\n\u003cli\u003ePreparing, exploring, and analyzing data\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eHands-On Exercise 2.1: Creating datasets for training models\u003c\/p\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eChapter 3: Machine Learning models, Pre-built Pipelines, and Algorithms  \u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eWhat is a Machine Learning model?\u003c\/li\u003e\n\u003cli\u003eWhat are ready-to-use Machine Learning models?\u003c\/li\u003e\n\u003cli\u003eCommon ready-to-use Machine Learning models\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eHands-On Exercise 3.1: Explore ready-to-use models for natural language processing and computer vision use cases\u003cb\u003e\u003c\/b\u003e\u003c\/p\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eChapter 4: No Code Machine Learning Clustering Models \u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eWhat is Clustering in Machine Learning?\u003c\/li\u003e\n\u003cli\u003eCommon use cases for Clustering\u003c\/li\u003e\n\u003cli\u003eClustering Machine Learning Models\u003c\/li\u003e\n\u003cli\u003eCreating a No Code Clustering Model\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eHands-On Exercise 4.1: Group items into clusters based on features and characteristics using a no-code Clustering Model\u003cb\u003e\u003c\/b\u003e\u003c\/p\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eChapter 5: No Code Machine Learning Regression Models \u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eWhat is Regression in Machine Learning?\u003c\/li\u003e\n\u003cli\u003eCommon use cases for Regression\u003c\/li\u003e\n\u003cli\u003eRegression Machine Learning Models\u003c\/li\u003e\n\u003cli\u003eCreating a Regression Machine Learning Model\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eHands-On Exercise 5.1: Train a no code Regression Model to predict numeric values\u003cb\u003e\u003c\/b\u003e\u003c\/p\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eChapter 6: No Code Machine Learning Classification Models\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eWhat is Classification in Machine Learning?\u003c\/li\u003e\n\u003cli\u003eCommon Use Cases for Classification\u003c\/li\u003e\n\u003cli\u003eClassification Machine Learning Models\u003c\/li\u003e\n\u003cli\u003eCreating a Classification Machine Learning Model\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eHands-On Exercise 6.1: Predict which category, or class, an item belongs to using a no-code Classification Model\u003c\/p\u003e\n\u003c\/div\u003e","brand":"Learning Tree","offers":[{"title":"26BA65US \/ 2026-11-12T09:00:00 \/ Herndon, VA","offer_id":44137974890676,"sku":"US-1259-IL","price":1580.0,"currency_code":"USD","in_stock":true},{"title":"271A77US \/ 2027-01-04T09:00:00 \/ Herndon, VA","offer_id":44137974923444,"sku":"US-1259-IL","price":1580.0,"currency_code":"USD","in_stock":true},{"title":"273A61US \/ 2027-03-01T09:00:00 \/ Herndon, VA","offer_id":44154511261876,"sku":"US-1259-IL","price":1580.0,"currency_code":"USD","in_stock":true},{"title":"275A56US \/ 2027-05-03T09:00:00 \/ Herndon, VA","offer_id":44214590996660,"sku":"US-1259-IL","price":1580.0,"currency_code":"USD","in_stock":true},{"title":"276A62US \/ 2027-06-28T09:00:00 \/ Herndon, VA","offer_id":44255541756084,"sku":"US-1259-IL","price":1580.0,"currency_code":"USD","in_stock":true}]},{"product_id":"artificial-intelligence-strategies-for-project-managers-training","title":"Generative AI Strategies for Project Managers","description":"","brand":"Learning Tree","offers":[{"title":"269C02US \/ 2026-09-22T09:00:00 \/ Online","offer_id":44103927431348,"sku":"US-4705-IL","price":1476.0,"currency_code":"USD","in_stock":true},{"title":"26AA29US \/ 2026-10-19T09:00:00 \/ Herndon","offer_id":44104375566516,"sku":"US-4705-IL","price":1476.0,"currency_code":"USD","in_stock":true},{"title":"26BA23US \/ 2026-11-23T09:00:00 \/ Herndon","offer_id":44105306243252,"sku":"US-4705-IL","price":1476.0,"currency_code":"USD","in_stock":true},{"title":"26CA24US \/ 2026-12-14T09:00:00 \/ Herndon","offer_id":44106113450164,"sku":"US-4705-IL","price":1476.0,"currency_code":"USD","in_stock":true},{"title":"271A17US \/ 2027-01-19T09:00:00 \/ Herndon","offer_id":44125932028084,"sku":"US-4705-IL","price":1476.0,"currency_code":"USD","in_stock":true},{"title":"272A11US \/ 2027-02-16T09:00:00 \/ Herndon","offer_id":44145656496308,"sku":"US-4705-IL","price":1476.0,"currency_code":"USD","in_stock":true},{"title":"274A10US \/ 2027-04-19T09:00:00 \/ Herndon","offer_id":44180232700084,"sku":"US-4705-IL","price":1476.0,"currency_code":"USD","in_stock":true},{"title":"275A15US \/ 2027-05-17T09:00:00 \/ Herndon","offer_id":44229976850612,"sku":"US-4705-IL","price":1476.0,"currency_code":"USD","in_stock":true},{"title":"269D55US \/ 2026-09-28T09:00:00 \/ Herndon","offer_id":44240985620660,"sku":"US-4705-IL","price":1476.0,"currency_code":"USD","in_stock":true},{"title":"276A08US \/ 2027-06-21T09:00:00 \/ Herndon","offer_id":44252468248756,"sku":"US-4705-IL","price":1476.0,"currency_code":"USD","in_stock":true},{"title":"278A04US \/ 2027-08-03T09:00:00 \/ Herndon","offer_id":44330131357876,"sku":"US-4705-IL","price":1476.0,"currency_code":"USD","in_stock":true}]},{"product_id":"aiops-foundation-aiof-certification","title":"AIOps Foundation (AIOF) Certification","description":"","brand":"Learning Tree","offers":[{"title":"269A99US \/ 2026-09-28T09:00:00 \/ Online","offer_id":44053956296884,"sku":"US-3697-IL","price":1580.0,"currency_code":"USD","in_stock":true},{"title":"26BC18US \/ 2026-11-09T09:00:00 \/ Herndon, VA","offer_id":44138000416948,"sku":"US-3697-IL","price":1580.0,"currency_code":"USD","in_stock":true},{"title":"271C11US \/ 2027-01-04T09:00:00 \/ Herndon, VA","offer_id":44138000449716,"sku":"US-3697-IL","price":1580.0,"currency_code":"USD","in_stock":true},{"title":"273B63US \/ 2027-03-01T09:00:00 \/ Herndon, VA","offer_id":44154513785012,"sku":"US-3697-IL","price":1580.0,"currency_code":"USD","in_stock":true},{"title":"275B98US \/ 2027-05-03T09:00:00 \/ Herndon, VA","offer_id":44214591127732,"sku":"US-3697-IL","price":1580.0,"currency_code":"USD","in_stock":true}]},{"product_id":"migrate-sql-server-workload-to-azure-sql-dp-3001","title":"Migrate SQL Server workload to Azure SQL (DP-3001)","description":"","brand":"Microsoft","offers":[{"title":"26AA07US \/ 2026-10-01T09:00:00 \/ Online","offer_id":44055812735156,"sku":"US-8696-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"271B90US \/ 2027-01-12T09:00:00 \/ Online","offer_id":44137990684852,"sku":"US-8696-IL","price":644.0,"currency_code":"USD","in_stock":true}]},{"product_id":"build-a-natural-language-processing-solution-with-azure-ai-services-ai-3003","title":"Build a Natural Language Processing Solution with Azure AI Services (AI-3003)","description":"","brand":"Microsoft","offers":[{"title":"271B88US \/ 2027-01-21T09:00:00 \/ Online","offer_id":44137989275828,"sku":"US-8694-IL","price":644.0,"currency_code":"USD","in_stock":true}]},{"product_id":"optimize-productivity-with-copilot-for-microsoft-365-ms-4004","title":"Empower Your Workforce with Microsoft 365 Copilot Use Cases (MS-4004)","description":"","brand":"Microsoft","offers":[{"title":"269C58US \/ 2026-09-21T09:00:00 \/ Online","offer_id":44137989111988,"sku":"US-8689-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"26AB55US \/ 2026-10-23T09:00:00 \/ Online","offer_id":44137989144756,"sku":"US-8689-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"26BA15CN \/ 2026-11-09T09:00:00 \/ Online","offer_id":44137989177524,"sku":"US-8689-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"271B86US \/ 2027-01-07T09:00:00 \/ Online","offer_id":44137989210292,"sku":"US-8689-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"272B29US \/ 2027-02-16T09:00:00 \/ Online","offer_id":44145661739188,"sku":"US-8689-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"273B53US \/ 2027-03-16T09:00:00 \/ Online","offer_id":44160808911028,"sku":"US-8689-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"274A11CN \/ 2027-04-12T09:00:00 \/ Online","offer_id":44177876844724,"sku":"US-8689-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"276B64US \/ 2027-06-01T09:00:00 \/ Online","offer_id":44239887892660,"sku":"US-8689-IL","price":644.0,"currency_code":"USD","in_stock":true}]},{"product_id":"machine-learning-with-azure-databricks-dp-3014","title":"Build machine learning solutions using Azure Databricks (DP-3014)","description":"","brand":"Microsoft","offers":[{"title":"26AB54US \/ 2026-10-22T09:00:00 \/ Online","offer_id":44137965781172,"sku":"US-8686-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"271B84US \/ 2027-01-19T09:00:00 \/ Online","offer_id":44137965813940,"sku":"US-8686-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"274B48US \/ 2027-04-21T09:00:00 \/ Online","offer_id":44180657897652,"sku":"US-8686-IL","price":644.0,"currency_code":"USD","in_stock":true}]},{"product_id":"implement-real-time-analytics-with-microsoft-fabric-dp-603","title":"Implement Real-Time Intelligence with Microsoft Fabric (DP-603)","description":"","brand":"Microsoft","offers":[{"title":"271C24US \/ 2027-01-19T09:00:00 \/ Online","offer_id":44137990783156,"sku":"US-8704-IL","price":644.0,"currency_code":"USD","in_stock":true}]},{"product_id":"implement-a-data-science-and-machine-learning-solution-for-ai-with-microsoft-fabric-dp-604","title":"Implement a Data Science and Machine Learning Solution for AI with Microsoft Fabric (DP-604)","description":"","brand":"Microsoft","offers":[{"title":"271C25US \/ 2027-01-20T09:00:00 \/ Online","offer_id":44137991110836,"sku":"US-8705-IL","price":644.0,"currency_code":"USD","in_stock":true}]},{"product_id":"ai-and-cyber-attack-and-defend","title":"AI and Cyber Security: Attack and Defend","description":"\u003cdiv\u003e\n\u003cp\u003eThis course explores the intersection of AI and cybersecurity, starting with a foundational understanding of AI technologies such as machine learning, deep learning, and natural language processing, as well as their applications in various industries. The content delves into mitigating risks associated with AI adoption, including risk management and ethical considerations, and identifying vulnerabilities in AI systems.\u003c\/p\u003e\r\n\u003cp\u003eThe importance of integrating AI into security operations is covered through the use of AI for intrusion detection, threat intelligence, and automated incident response, as well as AI’s potential for transforming hacking techniques while highlighting AI-powered attacks and tools.  The Course also emphasizes the need for aligning AI with common security frameworks and regulatory compliance, as well as exploring future trends such as federated learning, AI-powered cyber deception, quantum computing for AI, explainable AI, and AI-driven security automation. \u003c\/p\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eAI and Cyber: Attack and Defend Benefits\u003c\/h3\u003e\n\u003cul\u003e\u003cli\u003e\n\u003cdiv\u003e\n\u003cp paraeid=\"{b3c84709-5dae-4dc0-b97d-e0e815dde4cd}{188}\" paraid=\"690594779\"\u003e\u003cstrong\u003e\u003cspan xml:lang=\"EN-US\" data-contrast=\"auto\"\u003e\u003cspan data-ccp-parastyle=\"No Spacing\"\u003eTraining Prerequisites\u003c\/span\u003e\u003c\/span\u003e\u003c\/strong\u003e\u003c\/p\u003e\n\u003c\/div\u003e\n\u003cdiv\u003e\n\u003cp paraeid=\"{b3c84709-5dae-4dc0-b97d-e0e815dde4cd}{194}\" paraid=\"707607176\"\u003e\u003cspan xml:lang=\"EN-US\" data-contrast=\"auto\"\u003e\u003cspan data-ccp-parastyle=\"No Spacing\"\u003eAttendees should have foundational knowledge in networking and cybersecurity.\u003c\/span\u003e\u003c\/span\u003e\u003c\/p\u003e\n\u003c\/div\u003e\n\u003c\/li\u003e\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003eAI Cybersecurity Training Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eChapter 1: Architecture and Operation of AI\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eWhat is AI? \u003c\/li\u003e\n\u003cli\u003eEvolution of AI technology \u003c\/li\u003e\n\u003cli\u003eMachine learning, deep learning, natural language processing \u003c\/li\u003e\n\u003cli\u003eGenAI \u003c\/li\u003e\n\u003cli\u003eAlgorithms, data sets, and models \u003c\/li\u003e\n\u003cli\u003eAI as a service (AIaaS) \u003c\/li\u003e\n\u003cli\u003eApplying AI in Security \u003c\/li\u003e\n\u003cli\u003eWhy need Cybersecurity in GenAI projects \u003c\/li\u003e\n\u003cli\u003eLAB: Google Vision, DLP\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eChapter 2: Risk in Adopting AI Solutions\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eIdentifying and managing risks of AI implementations \u003c\/li\u003e\n\u003cli\u003eEthical considerations \u003c\/li\u003e\n\u003cli\u003eSecurity controls for AI \u003c\/li\u003e\n\u003cli\u003eProtecting from GenAI-aided attacks \u003c\/li\u003e\n\u003cli\u003eLAB: Google Gemini and ChatGPT \u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eChapter 3: Hacking AI Vulnerabilities\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eTypical attack vectors against AI systems \u003c\/li\u003e\n\u003cli\u003eVulnerabilities in AI algorithms and models \u003c\/li\u003e\n\u003cli\u003eAI Red teaming \u003c\/li\u003e\n\u003cli\u003eExploiting AI weaknesses for malicious gain \u003c\/li\u003e\n\u003cli\u003eCyberattacks\/incidents related to the use of GenAI \u003c\/li\u003e\n\u003cli\u003eLAB: OWASP Top 10 Machine Learning Security Risks \u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eChapter 4: Exploiting AI to Hack Systems\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eTransforming Hacking Techniques with AI \u003c\/li\u003e\n\u003cli\u003eNew Attack Vectors \u003c\/li\u003e\n\u003cli\u003eHow GenAI is being used for cybercrime    \u003c\/li\u003e\n\u003cli\u003eAI-powered hacking tools \u003c\/li\u003e\n\u003cli\u003eCase studies of successful AI-based attacks \u003c\/li\u003e\n\u003cli\u003eLAB: Set up ChatGPT for Hacking \u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eChapter 5: Improving Security Operations with AI\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eIntegrating AI in security and IT operations \u003c\/li\u003e\n\u003cli\u003eAI in intrusion detection and threat intelligence \u003c\/li\u003e\n\u003cli\u003eAI-powered security information and event management (SIEM) \u003c\/li\u003e\n\u003cli\u003eUsing AI for Automated Incident Response \u003c\/li\u003e\n\u003cli\u003eMicrosoft Security Copilot  \u003c\/li\u003e\n\u003cli\u003eLAB: Google Chronicle SOAR War Story \u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eChapter 6: Common AI Security Frameworks\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eRegulatory and compliance issues related to AI \u003c\/li\u003e\n\u003cli\u003eSecuring AI in cloud environments \u003c\/li\u003e\n\u003cli\u003eNIST AI Risk Management Framework \u003c\/li\u003e\n\u003cli\u003eISO\/IEC 27050-2 \u003c\/li\u003e\n\u003cli\u003eAI Incident Taxonomy for Adversarial Events \u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eChapter 7: Evolving AI security\u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eFederated Learning \u003c\/li\u003e\n\u003cli\u003eAI-Powered Cyber Deception \u003c\/li\u003e\n\u003cli\u003eQuantum Computing for AI \u003c\/li\u003e\n\u003cli\u003eExplainable AI \u003c\/li\u003e\n\u003cli\u003eAI-Driven Security Automation \u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e","brand":"Learning Tree","offers":[{"title":"269B27US \/ 2026-09-09T09:00:00 \/ Online","offer_id":44032321093812,"sku":"US-1216-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"26AA38US \/ 2026-10-21T09:00:00 \/ San Francisco","offer_id":44137957032116,"sku":"US-1216-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"26BA05CN \/ 2026-11-04T09:00:00 \/ Toronto","offer_id":44137957064884,"sku":"US-1216-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"26BA32US \/ 2026-11-23T09:00:00 \/ Aurora, CO","offer_id":44137957097652,"sku":"US-1216-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"26CA33US \/ 2026-12-09T09:00:00 \/ Herndon, VA","offer_id":44137957130420,"sku":"US-1216-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"26CA34US \/ 2026-12-16T09:00:00 \/ Austin","offer_id":44137957163188,"sku":"US-1216-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"271A04CN \/ 2027-01-20T09:00:00 \/ Ottawa","offer_id":44137957195956,"sku":"US-1216-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"272A21US \/ 2027-02-03T09:00:00 \/ New York","offer_id":44137957228724,"sku":"US-1216-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"274A04CN \/ 2027-04-14T09:00:00 \/ Toronto","offer_id":44178251940020,"sku":"US-1216-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"275A25US \/ 2027-05-05T09:00:00 \/ Bellevue, WA","offer_id":44214998040756,"sku":"US-1216-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"275A26US \/ 2027-05-19T09:00:00 \/ Herndon, VA","offer_id":44227386146996,"sku":"US-1216-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"276A26US \/ 2027-06-02T09:00:00 \/ Austin","offer_id":44240199450804,"sku":"US-1216-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"269D11US \/ 2026-09-23T09:00:00 \/ Online","offer_id":44240985718964,"sku":"US-1216-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"276A27US \/ 2027-06-09T09:00:00 \/ Aurora, CO","offer_id":44244031242420,"sku":"US-1216-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"276A00CN \/ 2027-06-23T09:00:00 \/ Ottawa","offer_id":44252724691124,"sku":"US-1216-IL","price":2005.0,"currency_code":"USD","in_stock":true}]},{"product_id":"preparing-for-an-ai-transformation-initiative","title":"Preparing for an AI Transformation Initiative","description":"","brand":"Learning Tree","offers":[{"title":"26BA13US \/ 2026-11-10T09:00:00 \/ Online","offer_id":44105306407092,"sku":"US-4701-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"271A20US \/ 2027-01-26T09:00:00 \/ Online","offer_id":44129619968180,"sku":"US-4701-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"275A14US \/ 2027-05-20T09:00:00 \/ Online","offer_id":44228553474228,"sku":"US-4701-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"278A06US \/ 2027-08-11T09:00:00 \/ Online","offer_id":44339894517940,"sku":"US-4701-IL","price":644.0,"currency_code":"USD","in_stock":true}]},{"product_id":"dynamics-365-business-central-developer-mb-820","title":"Dynamics 365 Business Central Developer (MB-820)","description":"\u003cdiv\u003e\u003cp\u003eBecome a proficient Dynamics 365 Business Central developer through our comprehensive course. Learn to extend Business Central by creating new modules, modifying existing ones, and integrating with other applications, including Microsoft Power Platform products. Develop expertise in troubleshooting, debugging, and optimizing system performance. Gain hands-on experience in upgrading, migrating data, and maintaining system security to ensure Business Central remains up-to-date and efficient.\u003c\/p\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eDynamics 365 Business Central Developer (MB-820) Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003eIn this course, you will learn how to:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eGain comprehensive knowledge of Business Central architecture and functional areas. \u003c\/li\u003e\n\u003cli\u003eAcquire skills to manage administration for both on-premises and online deployments. \u003c\/li\u003e\n\u003cli\u003eDevelop proficiency in telemetry management, application security, and setting up development environments. \u003c\/li\u003e\n\u003cli\u003eLearn to customize the user interface, implement onboarding techniques, and adhere to development standards. \u003c\/li\u003e\n\u003cli\u003eMaster extension development, including debugging, deployment, and building various components like tables, pages, reports, and control add-ins.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003eTraining Prerequisites\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eA Dynamics 365 Business Central developer must have applied knowledge of Business Central and an understanding of industry terminology. The developer also must have applied knowledge of administration, the development environment, and tools for developing extensions and customizations in Business Central.  \u003c\/li\u003e\n\u003cli\u003eThe developer's knowledge should include a comprehensive understanding of the Business Central application's role in relationship to the Microsoft 365 and Dynamics 365 suites of applications.  \u003c\/li\u003e\n\u003cli\u003eA developer should have knowledge of AppSource and technologies for Application Lifecycle Management (ALM), Source Control Management (SCM), Azure, and Business Central-related technologies, frameworks, and services to build solutions.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003eCertification Information\u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003eThis course will help you prepare for Microsoft \u003ca target=\"_blank\" href=\"https:\/\/learn.microsoft.com\/en-us\/credentials\/certifications\/exams\/mb-820\/\" rel=\"nofollow noopener\" title=\"Exam MB-820 | Microsoft Learn\"\u003eExam MB-820: Microsoft Dynamics 365 Business Central Developer\u003c\/a\u003e\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003eDynamics 365 Business Central Developer (MB-820) Training Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eIntroduction to Business Central \u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eUnderstanding the Business Central System \u003c\/li\u003e\n\u003cli\u003eExploring Business Central Functional Areas \u003c\/li\u003e\n\u003cli\u003eUnderstanding Business Central Architecture \u003c\/li\u003e\n\u003cli\u003eExploring Business Central Apps \u003c\/li\u003e\n\u003cli\u003eOverview of the Upgrade Process \u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eAdministration of Business Central \u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eManaging Dynamics 365 Business Central Administration for On-Premises and Online \u003c\/li\u003e\n\u003cli\u003eManaging Application Security in Business Central \u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eInstallation, Development, and Deployment \u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eInstalling and Configuring a Business Central Development Environment \u003c\/li\u003e\n\u003cli\u003eCreating, Debugging, and Deploying an Extension in Business Central \u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eDevelopment Using Application Language (AL) \u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eBuilding and Extending Tables and Pages in Business Central \u003c\/li\u003e\n\u003cli\u003eBuilding and Extending Reports \u003c\/li\u003e\n\u003cli\u003eDeveloping Codeunits \u003c\/li\u003e\n\u003cli\u003eDesigning and Creating an XMLport \u003c\/li\u003e\n\u003cli\u003eWorking with Entitlement and Permission Set Objects \u003c\/li\u003e\n\u003cli\u003eCreating Queries in Business Central \u003c\/li\u003e\n\u003cli\u003eBuilding Control Add-in Objects  \u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eAdvanced AL Development \u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eCustomizing the UI Experience and Implementing Onboarding Techniques \u003c\/li\u003e\n\u003cli\u003eDescribing Essential Development Standards \u003c\/li\u003e\n\u003cli\u003eUsing Application Language (AL) to Extend Business Central \u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eWorking with Development Tools \u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eUtilizing the Business Central Performance Toolkit \u003c\/li\u003e\n\u003cli\u003eSetting up Source Control using Git \u003c\/li\u003e\n\u003cli\u003eEstablishing Application Lifecycle Management \u003c\/li\u003e\n\u003cli\u003eImplementing Semi-Automated Test Processes and Running Standard Business Central Tests \u003c\/li\u003e\n\u003cli\u003eManaging and Analyzing Telemetry  \u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eIntegration with Other Applications \u003c\/h4\u003e\n\u003cul\u003e\n\u003cli\u003eIntegrating with Microsoft Power Platform based on APIs \u003c\/li\u003e\n\u003cli\u003eAccessing REST Services from within Business Central \u003c\/li\u003e\n\u003cli\u003eIntegrating with Microsoft Azure \u003c\/li\u003e\n\u003cli\u003eImplementing APIs \u003c\/li\u003e\n\u003cli\u003eDescribing Microsoft Teams Integration \u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e","brand":"Microsoft","offers":[{"title":"26BB99US \/ 2026-11-02T09:00:00 \/ Herndon, VA","offer_id":44137967255732,"sku":"US-8690-IL","price":2412.0,"currency_code":"USD","in_stock":true},{"title":"275B78US \/ 2027-05-10T09:00:00 \/ Herndon, VA","offer_id":44219138965684,"sku":"US-8690-IL","price":2412.0,"currency_code":"USD","in_stock":true}]},{"product_id":"get-started-with-microsoft-copilot-for-security-sc-5006","title":"Get Started with Microsoft Copilot for Security (SC-5006)","description":"","brand":"Microsoft","offers":[{"title":"269A81US \/ 2026-09-28T09:00:00 \/ Online","offer_id":44053956952244,"sku":"US-8721-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"271C28US \/ 2027-01-12T09:00:00 \/ Online","offer_id":44137970434228,"sku":"US-8721-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"276C00US \/ 2027-06-24T09:00:00 \/ Online","offer_id":44253233840308,"sku":"US-8721-IL","price":644.0,"currency_code":"USD","in_stock":true}]},{"product_id":"applied-ai-for-government-it-professionals","title":"Applied AI for Government IT Professionals","description":"\u003cdiv\u003e\u003cp\u003eThis course is designed to provide a foundational understanding of Artificial Intelligence (AI) and its transformative applications within the federal government.\u003c\/p\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eApplied AI for Government IT Professionals Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eThis course will empower you to:\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003e\n\u003cb\u003eFoundational Knowledge:\u003c\/b\u003e Gain a clear understanding of AI concepts and their relevance to government operations.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eApplication Insights:\u003c\/b\u003e Explore diverse ways AI can enhance efficiency and effectiveness within federal agencies.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eRisk Management:\u003c\/b\u003e Learn about the ethical, security, and privacy considerations associated with AI and how to mitigate them.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eOperational Excellence:\u003c\/b\u003e Understand the maintenance, operations, and oversight required for successful AI integration.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003ePractical Skills:\u003c\/b\u003e Engage in hands-on labs to use AI for streamlining data processes, generating insights, and creating powerful reports and dashboards.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003ePrerequisites\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eNo prior AI experience is required.\u003c\/li\u003e\n\u003cli\u003eFamiliarity with basic data handling and government operational processes is recommended.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eExam Information\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eLearning Tree exam included\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003eAI for Government IT Course Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eLearning Objectives\u003c\/h4\u003e\n\u003cp\u003e\u003cb\u003eIntroduction to AI and Its Role in Government\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003e\u003cb\u003eModule 1: Understanding AI\u003c\/b\u003e\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eWhat is AI? Key concepts and technologies like Machine Learning, Natural Language Processing, and Computer Vision.\u003c\/li\u003e\n\u003cli\u003eThe role of AI in transforming government services.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cli\u003e\u003cb\u003eModule 2: AI Applications in the Public Sector\u003c\/b\u003e\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eReal-world case studies of AI use in federal agencies.\u003c\/li\u003e\n\u003cli\u003eBenefits and challenges of adopting AI.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003e\u003cb\u003eLab 1: Exploring AI Tools\u003c\/b\u003e\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eHands-on session with AI tools relevant to government functions.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cli\u003e\u003cb\u003eLab 2: Ideating AI Use Cases\u003c\/b\u003e\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eBrainstorm and assess AI use cases within your department.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eRisk Management and AI Operations\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003e\u003cb\u003eModule 3: Security, Privacy, and Ethics in AI\u003c\/b\u003e\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eIdentifying potential risks such as bias and security vulnerabilities.\u003c\/li\u003e\n\u003cli\u003eDeveloping AI policies and data governance practices.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cli\u003e\u003cb\u003eModule 4: Managing AI Systems\u003c\/b\u003e\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eHow to transition AI projects from pilot to production.\u003c\/li\u003e\n\u003cli\u003eMaintaining and overseeing AI operations and monitoring performance.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003e\u003cb\u003eLab 3: Security Measures for AI\u003c\/b\u003e\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eApply security best practices to AI models.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cli\u003e\u003cb\u003eLab 4: Designing Ethical AI\u003c\/b\u003e\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eWork through real-life scenarios and learn ethical frameworks for AI deployment.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eUsing AI for Data and Reporting\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003e\u003cb\u003eModule 5: Streamlining Data with AI\u003c\/b\u003e\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eTransforming raw data into actionable insights.\u003c\/li\u003e\n\u003cli\u003eTools for data cleaning, preprocessing, and automating tasks.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003e\u003cb\u003eLab 5: AI for Data Preparation\u003c\/b\u003e\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eUse AI tools to automate data cleaning and improve data quality.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003e\u003cb\u003eModule 6: Exploring Generative AI\u003c\/b\u003e\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eHow Generative AI, like ChatGPT, can assist in government tasks like report writing and summarization.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003e\u003cb\u003eLab 6: Hands-On with Generative AI\u003c\/b\u003e\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eExperiment with Generative AI to automate content creation and summarize documents.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003e\u003cb\u003eModule 7: Creating Dynamic Dashboards and Reports\u003c\/b\u003e\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eLearn how to build AI-powered reports and dashboards that adapt with new data.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003e\u003cb\u003eModule 8: Wrap-Up and Future Trends in AI\u003c\/b\u003e\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eRecap of key learnings and discussion of emerging AI trends in the public sector.\u003c\/li\u003e\n\u003cli\u003eFinal Q\u0026amp;A and resources for continued AI learning.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e","brand":"Learning Tree","offers":[{"title":"268A36US \/ 2026-08-26T09:00:00 \/ Online","offer_id":44029215047860,"sku":"US-1258-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"269A70CN \/ 2026-09-23T09:00:00 \/ Online","offer_id":44137974628532,"sku":"US-1258-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"26AA80US \/ 2026-10-21T09:00:00 \/ Austin","offer_id":44137974661300,"sku":"US-1258-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"26BA64US \/ 2026-11-23T09:00:00 \/ New York","offer_id":44137974694068,"sku":"US-1258-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"271A07CN \/ 2027-01-20T09:00:00 \/ Ottawa","offer_id":44137974726836,"sku":"US-1258-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"272A46US \/ 2027-02-03T09:00:00 \/ Herndon, VA","offer_id":44137974759604,"sku":"US-1258-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"273A60US \/ 2027-03-17T09:00:00 \/ Austin","offer_id":44161075577012,"sku":"US-1258-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"274A51US \/ 2027-04-21T09:00:00 \/ New York","offer_id":44180658094260,"sku":"US-1258-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"276A04CN \/ 2027-06-28T09:00:00 \/ Ottawa","offer_id":44255541625012,"sku":"US-1258-IL","price":2005.0,"currency_code":"USD","in_stock":true}]},{"product_id":"ai-insights-for-business-users-in-government","title":"AI Insights for Business Users in Government","description":"\u003cdiv\u003e\u003cp\u003eThis condensed course is designed to provide a foundational understanding of Artificial Intelligence (AI) and its transformative applications within the federal government.\u003c\/p\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eAI Insights for Business Users in Government Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eThis course will empower you to:\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003e\n\u003cb\u003eFoundational Knowledge:\u003c\/b\u003e Gain a clear understanding of AI concepts and their relevance to government operations.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eApplication Insights:\u003c\/b\u003e Explore initial ways AI can enhance efficiency and effectiveness within federal agencies.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eRisk Awareness:\u003c\/b\u003e Learn about the ethical, security, and privacy considerations associated with AI.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eOperational Overview:\u003c\/b\u003e Understand the basics of maintenance and oversight required for AI integration.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003ePractical Skills:\u003c\/b\u003e Engage in hands-on labs to get an introduction to AI tools and their potential applications.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003ePrerequisites\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eNo prior AI experience is required.\u003c\/li\u003e\n\u003cli\u003eFamiliarity with basic data handling and government operational processes is recommended.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eExam Information\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003eNone.\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003eAI Insights for Business Users in Government Training Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eLearning Objectives\u003c\/h4\u003e\n\u003cp\u003e\u003cb\u003eModule 1: Understanding Artificial Intelligence\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003e\n\u003cb\u003eWhat is AI?\u003c\/b\u003e Simplify the complexities of AI with easy-to-understand definitions and key concepts.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eAI Technologies\u003c\/b\u003e: Discover the core technologies driving AI, including Machine Learning, Natural Language Processing, and Computer Vision.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eAI in Government\u003c\/b\u003e: Learn how AI is transforming public service and governance to improve efficiency and outcomes.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eModule 2: AI Applications Across Government Agencies\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003e\n\u003cb\u003eReal-World Case Studies\u003c\/b\u003e: Explore how federal agencies are already using AI to solve everyday challenges.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eAI Benefits and Barriers\u003c\/b\u003e: Understand the potential advantages of AI, as well as the common challenges agencies face when adopting AI solutions.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eLab 1: Exploring AI Tools for Government Use\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cb\u003eHands-On Learning\u003c\/b\u003e: Get familiar with basic AI tools that can be applied in your department.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eBuilding Simple Models\u003c\/b\u003e: Gain practical experience by building your first AI models using open-source platforms.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eModule 3: Introduction to Generative AI and Prompt Engineering\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003e\n\u003cb\u003eWhat is Generative AI?\u003c\/b\u003e: Understand how AI models like ChatGPT can generate content, summarize information, and automate writing tasks.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eGovernment Applications\u003c\/b\u003e: Learn how Generative AI can assist in creating reports, drafting summaries, and more.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eCrafting Effective Prompts\u003c\/b\u003e: Discover how to create clear and precise prompts to guide AI in generating the results you need.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eEthical AI Use\u003c\/b\u003e: Discuss responsible AI practices, including how to avoid biases and ensure ethical decision-making.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eLab 2: Hands-On with Generative AI and Prompt Engineering\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003e\n\u003cb\u003eExperiment with Prompts\u003c\/b\u003e: Practice creating prompts and see how AI can help with government-specific tasks.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eRefining AI Outputs\u003c\/b\u003e: Learn how to fine-tune AI-generated content to match government standards and needs.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eAI for Streamlining Government\u003c\/b\u003e: Explore practical scenarios where Generative AI can make government operations more efficient.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eModule 4: AI Risks and Ethical Considerations\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003e\n\u003cb\u003eIdentifying Risks\u003c\/b\u003e: Learn about the key risks of using AI, including privacy, security, and bias.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eMitigating Risks\u003c\/b\u003e: Explore strategies for ensuring compliance and ethical AI practices in your organization.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003ePractical Use-Case Application\u003c\/b\u003e: Discover how predictive analysis can improve decision-making in public services, like forecasting citizen demand or predicting infrastructure needs.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eUse-Case Driven Lab: Building a Predictive AI Model for Government\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cb\u003eIdentify Use-Cases\u003c\/b\u003e: Work in groups to identify areas in your department where predictive modeling could enhance decision-making.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eData Exploration\u003c\/b\u003e: Use real datasets to explore how AI can help with predictive analysis.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eBuild Your Model\u003c\/b\u003e: Create a simple predictive model using open-source tools.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003ePresent Results\u003c\/b\u003e: Share your findings and discuss how AI could solve real-world challenges.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eModule 5: Wrapping Up and Looking Ahead\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003e\n\u003cb\u003eRecap and Reflection\u003c\/b\u003e: Review the key concepts learned during the course.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eFuture Trends in AI\u003c\/b\u003e: Gain insights into emerging AI trends that will shape the future of government work.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eNext Steps\u003c\/b\u003e: Engage in a Q\u0026amp;A session and receive resources to continue your AI learning journey.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e","brand":"Learning Tree","offers":[{"title":"269A30US \/ 2026-09-24T09:00:00 \/ Online","offer_id":44048233431220,"sku":"US-4703-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"26AA28US \/ 2026-10-20T09:00:00 \/ Online","offer_id":44104375533748,"sku":"US-4703-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"26BA20US \/ 2026-11-18T09:00:00 \/ Online","offer_id":44105306210484,"sku":"US-4703-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"26CA23US \/ 2026-12-16T09:00:00 \/ Online","offer_id":44106319659188,"sku":"US-4703-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"272A05US \/ 2027-02-10T09:00:00 \/ Online","offer_id":44142292959412,"sku":"US-4703-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"273A08US \/ 2027-03-08T09:00:00 \/ Online","offer_id":44157540532404,"sku":"US-4703-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"274A06US \/ 2027-04-07T09:00:00 \/ Online","offer_id":44175809577140,"sku":"US-4703-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"276A03US \/ 2027-06-03T09:00:00 \/ Online","offer_id":44240567238836,"sku":"US-4703-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"276A11US \/ 2027-06-29T09:00:00 \/ Online","offer_id":44255749439668,"sku":"US-4703-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"278A03US \/ 2027-08-04T09:00:00 \/ Online","offer_id":44330718822580,"sku":"US-4703-IL","price":644.0,"currency_code":"USD","in_stock":true}]},{"product_id":"customizing-copilot-ai-assistants-for-use-in-your-organization-pl-7008","title":"Create Agents in Microsoft Copilot Studio (PL-7008)","description":"\u003cdiv\u003e\u003cp\u003eIn this 2-Day Applied Skills course, you will learn how to create intelligent, custom copilots using Microsoft Copilot Studio. This hands-on course covers essential concepts, including managing topics, working with entities and variables, and enhancing copilots by integrating additional technologies like Power Automate and Dataverse for Teams. You'll also practice these skills in guided exercises, building a strong foundation to deploy copilots that streamline decision-making and reduce the need for high-code solutions.\u003c\/p\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eCustomizing Copilot AI Assistants for Use in Your Organization (PL-7008) Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003eCourse Benefits\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cb\u003eDevelop Custom Copilots\u003c\/b\u003e: Learn to build and deploy intelligent copilots tailored to business needs using Microsoft Copilot Studio.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eNo-Code Solutions\u003c\/b\u003e: Create conversation paths, manage topics, and reuse entities without coding expertise.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eEnhance with Power Automate\u003c\/b\u003e: Explore how to use Power Automate to add actions and improve copilot functionality.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eSeamless Integration\u003c\/b\u003e: Learn to connect Microsoft Copilot with Dataverse for Teams to simplify employee access to information.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eHands-On Learning\u003c\/b\u003e: Gain practical experience by building a copilot through guided projects, ready to implement in real-world scenarios.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003ePrerequisites\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eCandidates for this credential should be familiar with data modeling concepts in Microsoft Dataverse and with Copilot Studio.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eExam Information\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003eNone.\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003eCustomizing Copilot AI Assistants for Use in Your Organization Course Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eLearning Objectives\u003c\/h4\u003e\n\u003cp\u003eModule 1: Build an Initial Copilot with Microsoft Copilot Studio\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eIntroduction to copilot creation\u003c\/li\u003e\n\u003cli\u003eBuild a copilot using the conversational builder\u003c\/li\u003e\n\u003cli\u003eDeploy copilots\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eModule 2: Manage Topics in Microsoft Copilot Studio\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eWork with bot topics\u003c\/li\u003e\n\u003cli\u003eCreate topics for support content\u003c\/li\u003e\n\u003cli\u003eManage fallback topics\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eModule 3: Work with Entities and Variables\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eCreate and use custom entities\u003c\/li\u003e\n\u003cli\u003eReuse variables across topics\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eModule 4: Enhance Copilots\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eAdd actions with Power Automate\u003c\/li\u003e\n\u003cli\u003eTransfer conversations to customer service agents\u003c\/li\u003e\n\u003cli\u003eAnalyze copilot performance\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eModule 5: Create a Copilot with Dataverse for Teams\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eCreate and modify topics\u003c\/li\u003e\n\u003cli\u003eCall actions using Dataverse data\u003c\/li\u003e\n\u003cli\u003ePublish and share your copilot\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eModule 6: Guided Project - Build Copilots with Microsoft Copilot Studio\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eCreate custom tables\u003c\/li\u003e\n\u003cli\u003eBuild a bot using AI capabilities\u003c\/li\u003e\n\u003cli\u003eSet up Generative AI for copilot responses\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e","brand":"Microsoft","offers":[{"title":"26BC61US \/ 2026-11-09T09:00:00 \/ Online","offer_id":44137970466996,"sku":"US-8728-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"272B71US \/ 2027-02-02T09:00:00 \/ Online","offer_id":44137970499764,"sku":"US-8728-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"275C41US \/ 2027-05-06T09:00:00 \/ Online","offer_id":44215452663988,"sku":"US-8728-IL","price":644.0,"currency_code":"USD","in_stock":true}]},{"product_id":"ai-assisted-python-programming-boosting-productivity-with-intelligent-tools","title":"AI-Powered Programming in Python","description":"\u003cdiv\u003e\u003cp\u003eExplore how AI can revolutionize your Python programming workflow. This hands-on course introduces you to AI-driven tools and techniques for generating, debugging, and optimizing code. Learn to seamlessly integrate AI into your development process to boost productivity while maintaining quality. Topics include AI-assisted code generation, debugging, testing, documentation, and best practices to balance AI automation with human expertise. Unlock the potential of AI to elevate your coding skills and streamline software development tasks.\u003c\/p\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eAI-Assisted Python Programming: Boosting Productivity with Intelligent Tools Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eIn this course, you will:\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eLearn to leverage AI tools to generate, debug, and optimize Python code, saving time on routine tasks.\u003c\/li\u003e\n\u003cli\u003eUse AI to improve code readability, adhere to best practices, and identify errors with greater efficiency.\u003c\/li\u003e\n\u003cli\u003eSeamlessly integrate AI into your coding process, from development to testing and documentation.\u003c\/li\u003e\n\u003cli\u003eGain hands-on experience with AI coding tools, prompt engineering, and code review techniques tailored for Python.\u003c\/li\u003e\n\u003cli\u003eSimplify the process of generating accurate and professional documentation for complex projects.\u003c\/li\u003e\n\u003cli\u003eUnderstand the limitations and best practices of AI to ensure effective and ethical use in programming.\u003c\/li\u003e\n\u003cli\u003ePosition yourself as a forward-thinking developer by mastering the integration of AI in Python programming.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003ePrerequisites\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eBasic Python Knowledge: Familiarity with Python programming, including variables, data types, loops, functions, and basic object-oriented concepts.\u003c\/li\u003e\n\u003cli\u003eProgramming Experience: Some experience writing and debugging Python code in an IDE.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eExam Information\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003eNone.\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003eAI-Assisted Python Programming Training Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eLearning Objectives\u003c\/h4\u003e\n\u003cp\u003e\u003cstrong\u003eIntroduction to AI-Assisted Coding\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eWhat is AI?\u003c\/li\u003e\n\u003cli\u003eAI applications in software development:\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eCode generation\u003c\/li\u003e\n\u003cli\u003eDebugging\u003c\/li\u003e\n\u003cli\u003eTesting\u003c\/li\u003e\n\u003cli\u003eDocumentation\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eSetting Up and Using AI Coding Tools\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eInstalling and integrating tools with your IDE\u003c\/li\u003e\n\u003cli\u003eCode completion\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003ePrompt Engineering for Code Generation\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eCreating and refining effective prompts\u003c\/li\u003e\n\u003cli\u003ePrompting for basic code generation\u003c\/li\u003e\n\u003cli\u003eCreating classes, handling data structures, and building simple projects\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eDebugging\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eDebugging and error handling\u003c\/li\u003e\n\u003cli\u003eRefining and optimizing code\u003c\/li\u003e\n\u003cli\u003eImproving readability and adhering to best practices\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eCode Review and Testing\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eExplaining functions, methods, and modules\u003c\/li\u003e\n\u003cli\u003eGenerating and reviewing test cases\u003c\/li\u003e\n\u003cli\u003eDebugging and optimizing test cases\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eGenerating Documentation with AI\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eGenerating docstrings, comments, and external documentation files\u003c\/li\u003e\n\u003cli\u003eProducing accurate and clear documentation for complex functions or modules\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eBest Practices and Limitations of AI in Python Programming\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eBest practices for prompting and interacting with AI tools\u003c\/li\u003e\n\u003cli\u003eRecognizing and addressing limitations\u003c\/li\u003e\n\u003cli\u003eBalancing automation with human insight\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e","brand":"Learning Tree","offers":[{"title":"269C03US \/ 2026-09-29T09:00:00 \/ Online","offer_id":44103928250548,"sku":"US-4535-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"26AA30US \/ 2026-10-27T09:00:00 \/ Online","offer_id":44104375730356,"sku":"US-4535-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"271A08US \/ 2027-01-13T09:00:00 \/ Online","offer_id":44120488509620,"sku":"US-4535-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"274A07US \/ 2027-04-12T09:00:00 \/ Online","offer_id":44177875894452,"sku":"US-4535-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"277A15US \/ 2027-07-26T09:00:00 \/ Online","offer_id":44305574658228,"sku":"US-4535-IL","price":644.0,"currency_code":"USD","in_stock":true}]},{"product_id":"the-istqb®-certified-tester-ai-testing-ct-ai","title":"The ISTQB® Certified Tester AI Testing (CT-AI)","description":"\u003cdiv\u003e\u003cp\u003eThe ISTQB® Certified Tester AI Testing (CT-AI) certification is a globally recognized credential designed for professionals involved in testing artificial intelligence (AI) systems. This certification provides foundational knowledge of AI concepts, technologies, and the specific challenges associated with testing AI-driven applications. This course covers fundamental AI concepts, testing methodologies for AI systems, unique challenges such as bias and explainability, key quality characteristics like performance and security, and introduces tools and techniques for effective AI system assessment.\u003c\/p\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eThe ISTQB® Certified Tester AI Testing (CT-AI) Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eIn this course, you will:\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eUnderstand the current state and expected trends of AI\u003c\/li\u003e\n\u003cli\u003eExperience the implementation and testing of a ML model and recognize where testers can best influence its quality\u003c\/li\u003e\n\u003cli\u003eUnderstand the challenges associated with testing AI-Based systems, such as their self-learning capabilities, bias, ethics, complexity, non-determinism, transparency and explainability\u003c\/li\u003e\n\u003cli\u003eContribute to the test strategy for an AI-Based system\u003c\/li\u003e\n\u003cli\u003eDesign and execute test cases for AI-based systems\u003c\/li\u003e\n\u003cli\u003eRecognize the special requirements for the test infrastructure to support the testing of AI-based systems\u003c\/li\u003e\n\u003cli\u003eUnderstand how AI can be used to support software testing\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003ePrerequisites\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003eYes, the ISTQB Certified AI Tester certification typically requires candidates to have completed the ISTQB Certified Tester Foundation Level (CTFL) as a prerequisite. This ensures that candidates have a basic understanding of software testing principles before advancing to AI-specific testing concepts.\u003c\/p\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eCertification Infomation\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003eUpon successfully passing the examination, participants will receive the ISTQB® Certified Tester AI Testing (CT-AI) certification, which is globally recognized and demonstrates expertise in AI testing.\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003eThe ISTQB® Certified Tester AI Testing (CT-AI) Training Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eLearning Objectives\u003c\/h4\u003e\n\u003cp\u003e\u003cb\u003eModule1: Introduction to AI \u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003e1.1 Definition of AI and AI Effect\u003c\/p\u003e\n\u003cp\u003e1.2 Narrow, General and Super AI\u003c\/p\u003e\n\u003cp\u003e1.3 AI-Based and Conventional Systems\u003c\/p\u003e\n\u003cp\u003e1.4 AI Technologies\u003c\/p\u003e\n\u003cp\u003e1.5 AI Development Frameworks\u003c\/p\u003e\n\u003cp\u003e1.6 Hardware for AI-Based Systems\u003c\/p\u003e\n\u003cp\u003e1.7 AI as a Service (AIaaS)\u003c\/p\u003e\n\u003cp\u003e1.7.1 Contracts for AI as a Service\u003c\/p\u003e\n\u003cp\u003e1.7.2 AIaaS Examples\u003c\/p\u003e\n\u003cp\u003e1.8 Pre-Trained Models\u003c\/p\u003e\n\u003cp\u003e1.8.1 Introduction to Pre-Trained Models\u003c\/p\u003e\n\u003cp\u003e1.8.2 Transfer Learning\u003c\/p\u003e\n\u003cp\u003e1.8.3 Risks of using Pre-Trained Models and Transfer Learning\u003c\/p\u003e\n\u003cp\u003e1.9 Standards, Regulations and AI\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eModule 2: Quality Characteristics for AI-Based Systems \u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003e2.1 Flexibility and Adaptability\u003c\/p\u003e\n\u003cp\u003e2.2 Autonomy\u003c\/p\u003e\n\u003cp\u003e2.3 Evolution\u003c\/p\u003e\n\u003cp\u003e2.4 Bias\u003c\/p\u003e\n\u003cp\u003e2.5 Ethics\u003c\/p\u003e\n\u003cp\u003e2.6 Side Effects and Reward Hacking\u003c\/p\u003e\n\u003cp\u003e2.7 Transparency, Interpretability and Explainability\u003c\/p\u003e\n\u003cp\u003e2.8 Safety and AI\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eModule 3: Machine Learning (ML) – Overview \u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003e3.1 Forms of ML\u003c\/p\u003e\n\u003cp\u003e3.1.1 Supervised Learning\u003c\/p\u003e\n\u003cp\u003e3.1.2 Unsupervised Learning\u003c\/p\u003e\n\u003cp\u003e3.1.3 Reinforcement Learning\u003c\/p\u003e\n\u003cp\u003e3.2 ML Workflow\u003c\/p\u003e\n\u003cp\u003e3.3 Selecting a Form of ML\u003c\/p\u003e\n\u003cp\u003e3.4 Factors Involved in ML Algorithm Selection\u003c\/p\u003e\n\u003cp\u003e3.5 Overfitting and Underfitting\u003c\/p\u003e\n\u003cp\u003e3.5.1 Overfitting\u003c\/p\u003e\n\u003cp\u003e3.5.2 Underfitting\u003c\/p\u003e\n\u003cp\u003e3.5.3 Hands-On Exercise: Demonstrate Overfitting and Underfitting\u003c\/p\u003e\n\u003cp\u003e\u003cb\u003e \u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eModule 4: ML - Data \u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003e4.1 Data Preparation as Part of the ML Workflow\u003c\/p\u003e\n\u003cp\u003e4.1.1 Challenges in Data Preparation\u003c\/p\u003e\n\u003cp\u003e4.1.2 Hands-On Exercise: Data Preparation for ML, Validation and Test Datasets in the ML Workflow\u003c\/p\u003e\n\u003cp\u003e4.2.1 Hands-On Exercise: Identify Training and Test Data and Create an ML Model\u003c\/p\u003e\n\u003cp\u003e4.3 Dataset Quality Issues\u003c\/p\u003e\n\u003cp\u003e4.4 Data Quality and its Effect on the ML Model\u003c\/p\u003e\n\u003cp\u003e4.5 Data Labelling for Supervised Learning\u003c\/p\u003e\n\u003cp\u003e4.5.1 Approaches to Data Labelling\u003c\/p\u003e\n\u003cp\u003e4.5.2 Mislabeled Data in Datasets\u003c\/p\u003e\n\u003cp\u003e\u003cb\u003e \u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eModule 5: ML Functional Performance Metrics \u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003e5.1 Confusion Matrix\u003c\/p\u003e\n\u003cp\u003e5.2 Additional ML Functional Performance Metrics for Classification, Regression and Clustering\u003c\/p\u003e\n\u003cp\u003e5.3 Limitations of ML Functional Performance Metrics\u003c\/p\u003e\n\u003cp\u003e5.4 Selecting ML Functional Performance Metrics\u003c\/p\u003e\n\u003cp\u003e5.4.1 Hands-On Exercise: Evaluate the Created ML Model\u003c\/p\u003e\n\u003cp\u003e5.5 Benchmark Suites for ML\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eModule 6: ML - Neural Networks and Testing\u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003e6.1 Neural Networks\u003c\/p\u003e\n\u003cp\u003e6.1.1 Hands-On Exercise: Implement a Simple Perceptron\u003c\/p\u003e\n\u003cp\u003e6.2 Coverage Measures for Neural Networks\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eModule 7: Testing AI-Based Systems Overview \u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003e7.1 Specification of AI-Based Systems\u003c\/p\u003e\n\u003cp\u003e7.2 Test Levels for AI-Based Systems\u003c\/p\u003e\n\u003cp\u003e7.2.1 Input Data Testing\u003c\/p\u003e\n\u003cp\u003e7.2.2 ML Model Testing\u003c\/p\u003e\n\u003cp\u003e7.2.3 Component Testing\u003c\/p\u003e\n\u003cp\u003e7.2.4 Component Integration Testing\u003c\/p\u003e\n\u003cp\u003e7.2.5 System Testing\u003c\/p\u003e\n\u003cp\u003e7.2.6 Acceptance Testing\u003c\/p\u003e\n\u003cp\u003e7.3 Test Data for Testing AI-based Systems\u003c\/p\u003e\n\u003cp\u003e7.4 Testing for Automation Bias in AI-Based Systems\u003c\/p\u003e\n\u003cp\u003e7.5 Documenting an AI Component\u003c\/p\u003e\n\u003cp\u003e7.6 Testing for Concept Drift\u003c\/p\u003e\n\u003cp\u003e7.7 Selecting a Test Approach for an ML System\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eModule 8: Testing AI-Specific Quality Characteristics \u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003e8.1 Challenges Testing Self-Learning Systems\u003c\/p\u003e\n\u003cp\u003e8.2 Testing Autonomous AI-Based Systems\u003c\/p\u003e\n\u003cp\u003e8.3 Testing for Algorithmic, Sample and Inappropriate Bias\u003c\/p\u003e\n\u003cp\u003e8.4 Challenges Testing Probabilistic and Non-Deterministic AI-Based Systems\u003c\/p\u003e\n\u003cp\u003e8.5 Challenges Testing Complex AI-Based Systems\u003c\/p\u003e\n\u003cp\u003e8.6 Testing the Transparency, Interpretability and Explainability of AI-Based Systems\u003c\/p\u003e\n\u003cp\u003e8.6.1 Hands-On Exercise: Model Explainability\u003c\/p\u003e\n\u003cp\u003e8.7 Test Oracles for AI-Based Systems\u003c\/p\u003e\n\u003cp\u003e8.8 Test Objectives and Acceptance Criteria\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eModule 9:  Methods and Techniques for the Testing of AI-Based Systems \u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003e9.1 Adversarial Attacks and Data Poisoning\u003c\/p\u003e\n\u003cp\u003e9.1.1 Adversarial Attacks\u003c\/p\u003e\n\u003cp\u003e9.1.2 Data Poisoning\u003c\/p\u003e\n\u003cp\u003e9.2 Pairwise Testing\u003c\/p\u003e\n\u003cp\u003e9.2.1 Hands-On Exercise: Pairwise Testing....\u003c\/p\u003e\n\u003cp\u003e9.3 Back-to-Back Testing\u003c\/p\u003e\n\u003cp\u003e9.4 A\/B Testing\u003c\/p\u003e\n\u003cp\u003e9.5 Metamorphic Testing (MT)\u003c\/p\u003e\n\u003cp\u003e9.5.1 Hands-On Exercise: Metamorphic Testing\u003c\/p\u003e\n\u003cp\u003e9.6 Experience-Based Testing of AI-Based Systems\u003c\/p\u003e\n\u003cp\u003e9.6.1 Hands-On Exercise: Exploratory Testing and Exploratory Data Analysis (EDA)\u003c\/p\u003e\n\u003cp\u003e 9.7 Selecting Test Techniques for AI-Based Systems\u003c\/p\u003e\n\u003cp\u003e\u003cb\u003e \u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eModule 10: Test Environments for AI-Based Systems\u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003e10.1 Test Environments for AI-Based Systems\u003c\/p\u003e\n\u003cp\u003e10.2 Virtual Test Environments for Testing AI-Based Systems\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eModule 11: Using AI for Testing \u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003e11.1 AI Technologies for Testing\u003c\/p\u003e\n\u003cp\u003e11.1.1 Hands-On Exercise:The Use of AI in Testing\u003c\/p\u003e\n\u003cp\u003e11.2 Using AI to Analyze Reported Defects\u003c\/p\u003e\n\u003cp\u003e11.3 Using AI for Test Case Generation\u003c\/p\u003e\n\u003cp\u003e11.4 Using AI for the Optimization of Regression Test Suites\u003c\/p\u003e\n\u003cp\u003e11.5 Using AI for Defect Prediction\u003c\/p\u003e\n\u003cp\u003e11.5.1 Hands-On Exercise: Build a Defect Prediction System\u003c\/p\u003e\n\u003cp\u003e11.6 Using AI for Testing User Interfaces\u003c\/p\u003e\n\u003cp\u003e11.6.1 Using AI to Test Through the Graphical User Interface (GUI)\u003c\/p\u003e\n\u003cp\u003e11.6.2 Using AI to Test the GUI.\u003c\/p\u003e\n\u003c\/div\u003e","brand":"Learning Tree","offers":[{"title":"271B27US \/ 2027-01-13T09:00:00 \/ Herndon, VA","offer_id":44137977741492,"sku":"US-1288-IL","price":2005.0,"currency_code":"USD","in_stock":true}]},{"product_id":"prepare-security-and-compliance-to-support-microsoft-365-copilot-ms-4002","title":"Prepare security and compliance to support Microsoft 365 Copilot (MS-4002)","description":"\u003cdiv\u003e\u003cp\u003eThis course equips administrators with the tools and knowledge needed to prepare key security and compliance features for a successful Microsoft 365 Copilot implementation. \u003c\/p\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003ePrepare security and compliance to support Microsoft 365 Copilot (MS-4002) Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eIn this course, you will:\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cb\u003eImplementing Microsoft 365 Copilot:\u003c\/b\u003e Learn how to prepare your environment, secure your data, assign licenses, and drive adoption of Copilot across your organization.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eManaging Secure User Access:\u003c\/b\u003e Discover best practices for implementing Conditional Access, multifactor authentication, password management, and other tools to safeguard access.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eManaging Permissions and Roles:\u003c\/b\u003e Explore role management and permissions within Microsoft 365, including best practices for administrative roles, role delegation, and privilege elevation.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eDeploying Microsoft 365 Apps:\u003c\/b\u003e Implement user-driven and centralized deployments of Microsoft 365 Apps, manage updates, and ensure security using Intune and the Apps admin center.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eImplementing Data Loss Prevention:\u003c\/b\u003e Protect sensitive data with Microsoft Purview by designing and implementing DLP policies, custom notifications, and policy tips.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eUsing Sensitivity Labels:\u003c\/b\u003e Plan, create, and publish sensitivity labels to enhance data classification and protection across SharePoint, OneDrive, and other services.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eExtending Microsoft 365 Copilot:\u003c\/b\u003e Manage Copilot agents, create and monitor Microsoft Graph connectors, and optimize how content is displayed.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003ePrerequisites\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eBasic experience with Microsoft 365 services\u003c\/li\u003e\n\u003cli\u003eProficient understanding of general IT practices\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003eMicrosoft 365 Copilot Security and Compliance Training Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eLearning Objectives\u003c\/h4\u003e\n\u003cp\u003e\u003cstrong\u003ePrepare Security and Compliance to Support Microsoft 365 Copilot\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eImplement Microsoft 365 Copilot\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eGet ready for Microsoft 365 Copilot\u003c\/li\u003e\n\u003cli\u003eImplement SharePoint Advanced Management tools\u003c\/li\u003e\n\u003cli\u003ePrepare data for searches\u003c\/li\u003e\n\u003cli\u003eProtect data with Microsoft 365 security tools\u003c\/li\u003e\n\u003cli\u003eAssign Copilot licenses\u003c\/li\u003e\n\u003cli\u003eExtend Microsoft 365 Copilot\u003c\/li\u003e\n\u003cli\u003eDrive adoption across the organization\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eManage Secure User Access in Microsoft 365\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eExamine identity and access tools\u003c\/li\u003e\n\u003cli\u003eManage user passwords\u003c\/li\u003e\n\u003cli\u003eImplement Conditional Access policies\u003c\/li\u003e\n\u003cli\u003eEnable pass-through authentication\u003c\/li\u003e\n\u003cli\u003eImplement multifactor authentication\u003c\/li\u003e\n\u003cli\u003eExplore passwordless authentication options\u003c\/li\u003e\n\u003cli\u003eImplement Microsoft Entra Smart Lockout and security defaults\u003c\/li\u003e\n\u003cli\u003eInvestigate authentication issues using sign-in logs\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eManage Permissions, Roles, and Role Groups in Microsoft 365\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eExplore the Microsoft 365 permission model\u003c\/li\u003e\n\u003cli\u003eManage roles and role groups\u003c\/li\u003e\n\u003cli\u003eAssign and delegate admin roles\u003c\/li\u003e\n\u003cli\u003eImplement administrative units in Microsoft Entra ID\u003c\/li\u003e\n\u003cli\u003eManage SharePoint permissions\u003c\/li\u003e\n\u003cli\u003eElevate privileges with Microsoft Entra Privileged Identity Management\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eDeploy Microsoft 365 Apps for Enterprise\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eExplore app functionality\u003c\/li\u003e\n\u003cli\u003eDeploy using various methods (self-service, Configuration Manager, cloud, local source)\u003c\/li\u003e\n\u003cli\u003eManage app updates and security baselines\u003c\/li\u003e\n\u003cli\u003eUse the Microsoft 365 Apps admin center and Intune\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eImplement Microsoft Purview Data Loss Prevention (DLP)\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003ePlan and implement DLP policies\u003c\/li\u003e\n\u003cli\u003eCreate custom DLP policies and configure notifications\u003c\/li\u003e\n\u003cli\u003eConfigure policy tips to enhance data protection\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eImplement Sensitivity Labels\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003ePlan deployment strategy\u003c\/li\u003e\n\u003cli\u003eEnable labels for files in SharePoint and OneDrive\u003c\/li\u003e\n\u003cli\u003eCreate, configure, publish, and manage sensitivity labels\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eManage Microsoft 365 Copilot Extensibility\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eManage Copilot agents in integrated apps\u003c\/li\u003e\n\u003cli\u003eCreate and monitor Microsoft Graph connectors\u003c\/li\u003e\n\u003cli\u003eManage how content is displayed in Microsoft 365 Copilot\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e","brand":"Microsoft","offers":[{"title":"26AC00US \/ 2026-10-23T09:00:00 \/ Online","offer_id":44137994059956,"sku":"US-8731-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"271C45US \/ 2027-01-21T09:00:00 \/ Online","offer_id":44137994092724,"sku":"US-8731-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"274B94US \/ 2027-04-20T09:00:00 \/ Online","offer_id":44180444872884,"sku":"US-8731-IL","price":644.0,"currency_code":"USD","in_stock":true}]},{"product_id":"ai-for-software-engineers-concepts-and-techniques","title":"AI for Software Engineers: Concepts and Techniques","description":"\u003cdiv\u003e\u003cp\u003eThis three-day intensive course is designed to equip software engineers, project managers, and technical leads with the tools and insights needed to leverage artificial intelligence (AI) effectively. By focusing on AI concepts, practical implementations, and ethical considerations, participants will enhance their ability to integrate AI into modern software projects.\u003c\/p\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eAI for Software Engineers: Concepts and Techniques Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003eCourse Benefits\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cb\u003eFoundation\u003c\/b\u003e: Understand core AI concepts and their integration with software engineering.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003ePractical Tools\u003c\/b\u003e: Use AI tools for testing, debugging, and project management.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eEthics\u003c\/b\u003e: Explore responsible and ethical AI practices.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eHands-On\u003c\/b\u003e: Apply concepts through practical labs addressing real-world challenges\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003ePrerequisites:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eProficiency in \u003cb\u003ePython\u003c\/b\u003e\n\u003c\/li\u003e\n\u003cli\u003eFamiliarity with \u003cb\u003eSDLC fundamentals\u003c\/b\u003e (version control, CI\/CD, agile methodology)\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003eAI for Software Engineers: Concepts \u0026amp; Techniques Training Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eLearning Objectives\u003c\/h4\u003e\n\u003cp\u003e\u003cb\u003eDay 1: AI Foundations and Basic ML Concepts\u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eModule 1: Introduction to AI in Software Development\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eAI vs. Conventional Systems\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eNarrow, General, and Super AI\u003c\/li\u003e\n\u003cli\u003eAI hardware (GPUs, TPUs) and popular frameworks\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cli\u003eAI in the SDLC\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eBenefits (automation, predictive insights) and risks (maintenance, data quality)\u003c\/li\u003e\n\u003cli\u003eAI as a Service (AIaaS) and service contracts\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/ul\u003e\n\u003cdiv align=\"center\"\u003e\u003chr align=\"center\" width=\"100%\" size=\"1\"\u003e\u003c\/div\u003e\n\u003cp\u003e\u003cb\u003eModule 2: Quality Characteristics and Ethics in AI\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eKey Quality Factors\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eFlexibility, Adaptability, Autonomy\u003c\/li\u003e\n\u003cli\u003eTransparency \u0026amp; Explainability\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cli\u003eEthical \u0026amp; Regulatory\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eBias, Reward Hacking, and compliance (e.g., GDPR)\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cli\u003eRisk Management\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eIdentifying and mitigating biases\u003c\/li\u003e\n\u003cli\u003eDocumentation of AI components\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/ul\u003e\n\u003cdiv align=\"center\"\u003e\u003chr align=\"center\" width=\"100%\" size=\"1\"\u003e\u003c\/div\u003e\n\u003cp\u003e\u003cb\u003eModule 3: Machine Learning Overview\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eML Types\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eSupervised, Unsupervised, Reinforcement Learning\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cli\u003eML Workflow\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eData collection, preprocessing, model training, evaluation, deployment\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cli\u003eOverfitting \u0026amp; Underfitting\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eCauses, detection, and mitigation (e.g., regularization)\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/ul\u003e\n\u003cdiv align=\"center\"\u003e\u003chr align=\"center\" width=\"100%\" size=\"1\"\u003e\u003c\/div\u003e\n\u003cp\u003e\u003cb\u003eLab 1: Overfitting \u0026amp; Underfitting (Titanic Dataset)\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003e\u003cb\u003eScenario: Predict passenger survival on the Titanic.\u003c\/b\u003e\u003c\/li\u003e\n\u003cli\u003eGoal: Demonstrate how model complexity influences performance.\u003c\/li\u003e\n\u003cli\u003eLab Steps:\u003c\/li\u003e\n\u003col type=\"1\" start=\"1\"\u003e\n\u003cli\u003eLoad and preprocess Titanic data.\u003c\/li\u003e\n\u003cli\u003eTrain multiple classifiers (e.g., logistic regression vs. random forest).\u003c\/li\u003e\n\u003cli\u003eObserve overfitting\/underfitting effects on validation accuracy.\u003c\/li\u003e\n\u003c\/ol\u003e\n\u003c\/ul\u003e\n\u003cdiv align=\"center\"\u003e\u003chr align=\"center\" width=\"100%\" size=\"1\"\u003e\u003c\/div\u003e\n\u003cp\u003e\u003cb\u003eDay 2: Data Handling, Regression, and Prompt Engineering\u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eModule 4: Data Preparation \u0026amp; Handling\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eData Quality\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eCleaning, handling missing values, outliers, categorical features\u003c\/li\u003e\n\u003cli\u003eTrain\/validation\/test splits\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cli\u003eCommon Pitfalls\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eImbalanced classes, mislabeled data, domain knowledge gaps\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/ul\u003e\n\u003cdiv align=\"center\"\u003e\u003chr align=\"center\" width=\"100%\" size=\"1\"\u003e\u003c\/div\u003e\n\u003cp\u003e\u003cb\u003eLab 2: Data Preparation (NYC Taxi Dataset)\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eScenario: Forecast taxi fares in NYC (regression).\u003c\/li\u003e\n\u003cli\u003eGoal: Clean a real-world dataset and create meaningful features.\u003c\/li\u003e\n\u003cli\u003eLab Steps:\u003c\/li\u003e\n\u003col type=\"1\" start=\"1\"\u003e\n\u003cli\u003eLoad NYC Yellow Cab data (pickup\/dropoff times, distances).\u003c\/li\u003e\n\u003cli\u003eHandle missing data and detect outliers.\u003c\/li\u003e\n\u003cli\u003eEngineer features (e.g., time-of-day, trip distance).\u003c\/li\u003e\n\u003c\/ol\u003e\n\u003c\/ul\u003e\n\u003cdiv align=\"center\"\u003e\u003chr align=\"center\" width=\"100%\" size=\"1\"\u003e\u003c\/div\u003e\n\u003cp\u003e\u003cb\u003eModule 5: Model Evaluation Metrics\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eRegression Metrics\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eMSE, RMSE, MAE, R²\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cli\u003eClassification Recap\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eAccuracy, precision, recall, F1-score, confusion matrix\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cli\u003eChoosing the Right Metric\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eContextual needs (business value, safety-critical)\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/ul\u003e\n\u003cdiv align=\"center\"\u003e\u003chr align=\"center\" width=\"100%\" size=\"1\"\u003e\u003c\/div\u003e\n\u003cp\u003e\u003cb\u003eLab 3: Regression Modeling (NYC Taxi Fares)\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eScenario: Build and evaluate models to predict fare amounts.\u003c\/li\u003e\n\u003cli\u003eGoal: Compare linear regression vs. gradient boosting to measure error rates.\u003c\/li\u003e\n\u003cli\u003eLab Steps:\u003c\/li\u003e\n\u003col type=\"1\" start=\"1\"\u003e\n\u003cli\u003eTrain at least two regression models on NYC Taxi data.\u003c\/li\u003e\n\u003cli\u003eCompute MSE, RMSE, and MAE on the validation set.\u003c\/li\u003e\n\u003cli\u003eDiscuss feature importance and next steps.\u003c\/li\u003e\n\u003c\/ol\u003e\n\u003c\/ul\u003e\n\u003cdiv align=\"center\"\u003e\u003chr align=\"center\" width=\"100%\" size=\"1\"\u003e\u003c\/div\u003e\n\u003cp\u003e\u003cb\u003eModule 6: Prompt Engineering for Generative AI\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003ePrompting Best Practices\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eRole-based prompting, zero-shot vs. few-shot, chain-of-thought reasoning\u003c\/li\u003e\n\u003cli\u003eStructuring prompts for clarity, constraints, and context\u003c\/li\u003e\n\u003cli\u003eIterative refinement (synonyms, repeated keywords, output format)\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/ul\u003e\n\u003cdiv align=\"center\"\u003e\u003chr align=\"center\" width=\"100%\" size=\"1\"\u003e\u003c\/div\u003e\n\u003cp\u003e\u003cb\u003eLab 4: Designing a Sophisticated Prompt for Software Engineering\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eScenario: Generate detailed, actionable advice on software architecture, testing, or refactoring in a microservices environment.\u003c\/li\u003e\n\u003cli\u003eGoal: Apply advanced prompting techniques (role prompting, constraints, few-shot examples) to create a high-quality prompt that yields expert-level recommendations.\u003c\/li\u003e\n\u003cli\u003eLab Steps:\u003c\/li\u003e\n\u003col type=\"1\" start=\"1\"\u003e\n\u003cli\u003eDefine Context \u0026amp; Role (e.g., “You are a principal software architect…”).\u003c\/li\u003e\n\u003cli\u003eProvide Examples (show how you want the answer structured or styled).\u003c\/li\u003e\n\u003cli\u003eAdd Constraints (limit response length, include specific bullet points).\u003c\/li\u003e\n\u003cli\u003eIterate \u0026amp; Refine (test and adjust wording for clarity \u0026amp; precision).\u003c\/li\u003e\n\u003c\/ol\u003e\n\u003c\/ul\u003e\n\u003cdiv align=\"center\"\u003e\u003chr align=\"center\" width=\"100%\" size=\"1\"\u003e\u003c\/div\u003e\n\u003cp\u003e\u003cb\u003eDay 3: Neural Networks, Explainability, and Responsible AI\u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eModule 7: Neural Networks Introduction\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eNN Basics\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003ePerceptrons, hidden layers, activation functions\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cli\u003eNN Use Cases\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eImages, text, speech; large-scale data\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cli\u003eTesting Neural Networks\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eSpecial considerations, coverage measures\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/ul\u003e\n\u003cdiv align=\"center\"\u003e\u003chr align=\"center\" width=\"100%\" size=\"1\"\u003e\u003c\/div\u003e\n\u003cp\u003e\u003cb\u003eLab 5: Neural Network Classification (MNIST)\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eScenario: Classify handwritten digits from MNIST.\u003c\/li\u003e\n\u003cli\u003eGoal: Implement and train a feed-forward neural network.\u003c\/li\u003e\n\u003cli\u003eLab Steps:\u003c\/li\u003e\n\u003col type=\"1\" start=\"1\"\u003e\n\u003cli\u003eLoad MNIST images (28x28).\u003c\/li\u003e\n\u003cli\u003eBuild a simple network (e.g., feed-forward).\u003c\/li\u003e\n\u003cli\u003eEvaluate accuracy and discuss improvements (layers, dropout, etc.).\u003c\/li\u003e\n\u003c\/ol\u003e\n\u003c\/ul\u003e\n\u003cdiv align=\"center\"\u003e\u003chr align=\"center\" width=\"100%\" size=\"1\"\u003e\u003c\/div\u003e\n\u003cp\u003e\u003cb\u003eModule 8: Testing \u0026amp; Model Explainability\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eLevels of Testing\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eInput data testing, model testing, system \u0026amp; acceptance testing\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cli\u003eAdversarial Attacks \u0026amp; Data Poisoning\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eDefenses, monitoring strategies\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cli\u003eExplainability Methods\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eLIME, SHAP, local vs. global interpretation\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/ul\u003e\n\u003cdiv align=\"center\"\u003e\u003chr align=\"center\" width=\"100%\" size=\"1\"\u003e\u003c\/div\u003e\n\u003cp\u003e\u003cb\u003eLab 6: Model Explainability (U.S. Housing with LIME)\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eScenario: Stakeholders want insights into house pricing predictions.\u003c\/li\u003e\n\u003cli\u003eGoal: Use LIME to explain predictions of a regression model.\u003c\/li\u003e\n\u003cli\u003eLab Steps:\u003c\/li\u003e\n\u003col type=\"1\" start=\"1\"\u003e\n\u003cli\u003eTrain a regression model on a U.S. housing dataset (e.g., Ames Housing).\u003c\/li\u003e\n\u003cli\u003eApply LIME to interpret specific predictions.\u003c\/li\u003e\n\u003cli\u003eIdentify potential biases or anomalies in model behavior.\u003c\/li\u003e\n\u003c\/ol\u003e\n\u003c\/ul\u003e\n\u003cdiv align=\"center\"\u003e\u003chr align=\"center\" width=\"100%\" size=\"1\"\u003e\u003c\/div\u003e\n\u003cp\u003e\u003cb\u003eModule 9: Responsible AI \u0026amp; Wrap-Up\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eGovernance \u0026amp; Compliance\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003ePrivacy, fairness, disclaimers, accountability\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cli\u003eFuture Trends\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eLarge Language Models (LLMs), multi-modal AI, MLOps\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cli\u003eKey Takeaways\u003c\/li\u003e\n\u003cul type=\"circle\"\u003e\n\u003cli\u003eData and model versioning, transparency, bias mitigation, robust QA\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/ul\u003e\n\u003cdiv align=\"center\"\u003e\u003chr align=\"center\" width=\"100%\" size=\"1\"\u003e\u003c\/div\u003e\n\u003cp\u003e\u003cb\u003eSummary of Labs\u003c\/b\u003e\u003c\/p\u003e\n\u003col type=\"1\" start=\"1\"\u003e\n\u003cli\u003eLab 1: Overfitting \u0026amp; Underfitting (Titanic)\u003c\/li\u003e\n\u003cli\u003eLab 2: Data Preparation (NYC Taxi)\u003c\/li\u003e\n\u003cli\u003eLab 3: Regression Modeling (NYC Taxi Fares)\u003c\/li\u003e\n\u003cli\u003eLab 4: Designing a Sophisticated Prompt for Software Engineering (GenAI)\u003c\/li\u003e\n\u003cli\u003eLab 5: Neural Network Classification (MNIST)\u003c\/li\u003e\n\u003cli\u003eLab 6: Model Explainability (U.S. Housing with LIME)\u003c\/li\u003e\n\u003c\/ol\u003e\n\u003c\/div\u003e","brand":"Learning Tree","offers":[{"title":"26BB36US \/ 2026-11-04T09:00:00 \/ Herndon, VA","offer_id":44137981345972,"sku":"US-1851-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"272A89US \/ 2027-02-03T09:00:00 \/ Herndon, VA","offer_id":44137981378740,"sku":"US-1851-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"275B23US \/ 2027-05-05T09:00:00 \/ Herndon, VA","offer_id":44214998728884,"sku":"US-1851-IL","price":2005.0,"currency_code":"USD","in_stock":true}]},{"product_id":"generative-ai-essentials-on-aws","title":"Generative AI Essentials on AWS","description":"","brand":"Learning Tree","offers":[{"title":"269A56US \/ 2026-09-08T09:00:00 \/ Online","offer_id":44031671074996,"sku":"US-1248-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"26CA49US \/ 2026-12-15T09:00:00 \/ Online","offer_id":44137994846388,"sku":"US-1248-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"273A50US \/ 2027-03-16T09:00:00 \/ Online","offer_id":44160808943796,"sku":"US-1248-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"276A54US \/ 2027-06-16T09:00:00 \/ Online","offer_id":44247055302836,"sku":"US-1248-IL","price":644.0,"currency_code":"USD","in_stock":true}]},{"product_id":"artificial-intelligence-for-it-service-management-training","title":"Artificial Intelligence for IT Service Management Training","description":"","brand":"Learning Tree","offers":[{"title":"268A72US \/ 2026-08-31T09:00:00 \/ Online","offer_id":44029219471540,"sku":"US-1299-IL","price":1476.0,"currency_code":"USD","in_stock":true},{"title":"26BB46US \/ 2026-11-09T09:00:00 \/ Herndon, VA","offer_id":44137994911924,"sku":"US-1299-IL","price":1476.0,"currency_code":"USD","in_stock":true},{"title":"271B39US \/ 2027-01-25T09:00:00 \/ Herndon, VA","offer_id":44137994944692,"sku":"US-1299-IL","price":1476.0,"currency_code":"USD","in_stock":true},{"title":"274B09US \/ 2027-04-01T09:00:00 \/ Herndon, VA","offer_id":44173657997492,"sku":"US-1299-IL","price":1476.0,"currency_code":"USD","in_stock":true},{"title":"276B25US \/ 2027-06-01T09:00:00 \/ Herndon, VA","offer_id":44239887401140,"sku":"US-1299-IL","price":1476.0,"currency_code":"USD","in_stock":true}]},{"product_id":"ai-powered-secops-with-siem-and-soar","title":"AI-Powered SecOps with SIEM and SOAR","description":"","brand":"Learning Tree","offers":[{"title":"26AB38US \/ 2026-10-28T09:00:00 \/ Herndon, VA","offer_id":44137981477044,"sku":"US-2015-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"271B57US \/ 2027-01-27T09:00:00 \/ Herndon, VA","offer_id":44137981509812,"sku":"US-2015-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"274B24US \/ 2027-04-28T09:00:00 \/ Herndon, VA","offer_id":44184045781172,"sku":"US-2015-IL","price":2005.0,"currency_code":"USD","in_stock":true}]},{"product_id":"getting-the-most-from-your-spreadsheets-with-genai","title":"Getting the Most from your Spreadsheets with GenAI","description":"","brand":"Learning Tree","offers":[{"title":"26BB53US \/ 2026-11-10T09:00:00 \/ Online","offer_id":44137995108532,"sku":"US-1925-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"272A98US \/ 2027-02-09T09:00:00 \/ Online","offer_id":44142021705908,"sku":"US-1925-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"275B43US \/ 2027-05-10T09:00:00 \/ Online","offer_id":44219138932916,"sku":"US-1925-IL","price":644.0,"currency_code":"USD","in_stock":true}]},{"product_id":"developing-and-deploying-ai-applications","title":"Developing and Deploying AI Applications","description":"","brand":"Learning Tree","offers":[{"title":"26BA42US \/ 2026-11-18T09:00:00 \/ Herndon, VA","offer_id":44137973645492,"sku":"US-2328-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"272A31US \/ 2027-02-10T09:00:00 \/ Herndon, VA","offer_id":44142293024948,"sku":"US-2328-IL","price":2005.0,"currency_code":"USD","in_stock":true},{"title":"275A37US \/ 2027-05-12T09:00:00 \/ Herndon, VA","offer_id":44219686518964,"sku":"US-2328-IL","price":2005.0,"currency_code":"USD","in_stock":true}]},{"product_id":"isaca-advanced-in-ai-audit-aaia-certification","title":"ISACA Advanced in AI Audit (AAIA) Certification","description":"\u003cdiv\u003e\u003cp\u003eThis two-day, instructor-led course provides IS auditors with the foundational knowledge and background of AI solutions to evaluate their proper governance, design, development, and security to apply their expertise in audit and assurance activities in the enterprise. The course is structured to align with the job practice and features a variety of knowledge check questions, case studies, activities, and discussions designed to apply the concepts to real-life business scenarios.\u003c\/p\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eISACA Advanced in AI Audit (AAIA) Certification Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eIn this course, you will:\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eExplain the principles of AI Governance and Risk Management\u003c\/li\u003e\n\u003cli\u003eImplement effective AI Operations practices\u003c\/li\u003e\n\u003cli\u003eUtilize AI Auditing Tools and Techniques\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003ePrerequisites\u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003eIT Audit professionals with a CISA, CIA, or CPA certification looking to enhance their expertise in navigating AI-driven challenges while upholding the highest industry standards.\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003eISACA AI Audit Certification Course Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eLearning Objectives\u003c\/h4\u003e\n\u003cp\u003e\u003cstrong\u003eDomain 1. AI Governance and Risk\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003eLearning Objectives:\u003c\/p\u003e\n\u003cp\u003eWithin this domain, the AI auditor should be able to:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eEvaluate impacts, opportunities, and risk when integrating AI solutions within the audit process.\u003c\/li\u003e\n\u003cli\u003eEvaluate AI solutions to advise on impact, opportunities, and risk to organization.\u003c\/li\u003e\n\u003cli\u003eEvaluate the impact of AI solutions on system interactions, environment, and humans.\u003c\/li\u003e\n\u003cli\u003eEvaluate the role and impact of AI decision-making systems on the organization and stakeholders.\u003c\/li\u003e\n\u003cli\u003eEvaluate the organization’s AI policies and procedures, including compliance with legal and regulatory requirements.\u003c\/li\u003e\n\u003cli\u003eEvaluate the monitoring and reporting of metrics (e.g., KPIs, KRIs) specific to AI.\u003c\/li\u003e\n\u003cli\u003eEvaluate whether the organization has defined ownership of AI-related risk, controls, procedures, decisions, and standards.\u003c\/li\u003e\n\u003cli\u003eEvaluate the organization’s data governance program specific to AI.\u003c\/li\u003e\n\u003cli\u003eEvaluate the organization’s privacy program specific to AI.\u003c\/li\u003e\n\u003cli\u003eEvaluate the organization’s problem and incident management programs specific to AI.\u003c\/li\u003e\n\u003cli\u003eEvaluate the organization’s change management program specific to AI.\u003c\/li\u003e\n\u003cli\u003eEvaluate the organization’s configuration management program specific to AI.\u003c\/li\u003e\n\u003cli\u003eEvaluate the organization’s threat and vulnerability management programs specific to AI.\u003c\/li\u003e\n\u003cli\u003eEvaluate the organization’s identity and access management program specific to AI.\u003c\/li\u003e\n\u003cli\u003eEvaluate vendors and supply chain management program specific to AI solutions.\u003c\/li\u003e\n\u003cli\u003eEvaluate the design and effectiveness of controls specific to AI.\u003c\/li\u003e\n\u003cli\u003eEvaluate data inputs requirements for AI models (e.g., data appropriateness, bias, and privacy).\u003c\/li\u003e\n\u003cli\u003eEvaluate system\/business requirements for AI solutions to ensure alignment with enterprise architecture.\u003c\/li\u003e\n\u003cli\u003eEvaluate AI solution life cycle (e.g., design, development, deployment, monitoring, and decommissioning) and inputs\/outputs for compliance and risk.\u003c\/li\u003e\n\u003cli\u003eEvaluate algorithms and models to ensure AI solutions are aligned to business objectives, policies, and procedures.\u003c\/li\u003e\n\u003cli\u003eAnalyze the impact of AI on the workforce to advise stakeholders on how to address AI-related workforce impacts, training, and education.\u003c\/li\u003e\n\u003cli\u003eEvaluate that awareness programs align to the organization’s AI-related policies and procedures.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eSection A. AI Models, Considerations, and Requirements\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003e1. Types of AI\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eGenerative\u003c\/li\u003e\n\u003cli\u003ePredictive\u003c\/li\u003e\n\u003cli\u003eNarrow\u003c\/li\u003e\n\u003cli\u003eGeneral\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e2. Machine learning\/AI Models\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eBasic models\u003c\/li\u003e\n\u003cli\u003eNeural networks\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e3. Algorithms\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eClasses of Algorithms\u003c\/li\u003e\n\u003cli\u003eAdditional AI Considerations (technical terms and concepts relevant to the IS auditor)\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e4. AI Lifecycle Overview\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003ePlan and Design\u003c\/li\u003e\n\u003cli\u003eCollect and Process Data\u003c\/li\u003e\n\u003cli\u003eBuild and\/or Adapt Model(s)\u003c\/li\u003e\n\u003cli\u003eTest, Evaluate, Verify, and Validate\u003c\/li\u003e\n\u003cli\u003eMake Available for Use\/Deploy\u003c\/li\u003e\n\u003cli\u003eOperate and Monitor\u003c\/li\u003e\n\u003cli\u003eRetire\/Decommission\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e5. Business Considerations\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eBusiness Use Cases, Needs, Scope, and Objectives\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cul\u003e\n\u003cli\u003eCost-Benefit Analysis\u003c\/li\u003e\n\u003cli\u003eReturn on Investment\u003c\/li\u003e\n\u003cli\u003eInternal vs. Cloud Hosting\u003c\/li\u003e\n\u003cli\u003eVendors\u003c\/li\u003e\n\u003cli\u003eShared Responsibility\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eSection B. AI Governance and Program Management\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003e1. AI Strategy\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eStrategies\u003c\/li\u003e\n\u003cli\u003eOpportunities\u003c\/li\u003e\n\u003cli\u003eVision and Mission\u003c\/li\u003e\n\u003cli\u003eValue Alignment\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e2. AI-related Roles and Responsibilities\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eCategories, Focuses, and Common Examples\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e3. AI-related Policies and Procedures\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eUsage Policies\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e4. AI Training and Awareness\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eSkills, Knowledge, and Competencies\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e5. Program metrics\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eExamples of Metrics with Objectives and Definitions\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eSection C. AI Risk Management\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003e1. AI-related Risk Identification\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eAI Threat Landscape\u003c\/li\u003e\n\u003cli\u003eAI Risks\u003c\/li\u003e\n\u003cli\u003eChallenges for AI Risk Management\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e2. Risk Assessment\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eRisk Assessment\u003c\/li\u003e\n\u003cli\u003eRisk Appetite and Tolerance\u003c\/li\u003e\n\u003cli\u003eRisk Mitigation and Prioritization\u003c\/li\u003e\n\u003cli\u003eRemediation Plans\/Best Practices\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e3. Risk Monitoring\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eContinuous Improvement\u003c\/li\u003e\n\u003cli\u003eRisk and Performance Metrics\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eSection D. Privacy and Data Governance Programs\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003e1. Data Governance\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eData Classification\u003c\/li\u003e\n\u003cli\u003eData Clustering\u003c\/li\u003e\n\u003cli\u003eData Licensing\u003c\/li\u003e\n\u003cli\u003eData Cleansing and Retention\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e2. Privacy Considerations\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eData Privacy\u003c\/li\u003e\n\u003cli\u003eData Ownership (Governance and Privacy)\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e3. Privacy Regulatory Considerations\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eData Consent\u003c\/li\u003e\n\u003cli\u003eCollection, Use, and Disclosure\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eSection E. Leading Practices, Ethics, Regulations, and Standards for AI\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003e1. Standards, Frameworks, and Regulations Related to AI\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eBest Practices\u003c\/li\u003e\n\u003cli\u003eIndustry Standards and Frameworks\u003c\/li\u003e\n\u003cli\u003eLaws and Regulations\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e2. Ethical Considerations\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eEthical Use\u003c\/li\u003e\n\u003cli\u003eBias and Fairness\u003c\/li\u003e\n\u003cli\u003eTransparency and Explainability\u003c\/li\u003e\n\u003cli\u003eTrust and Safety\u003c\/li\u003e\n\u003cli\u003eIP Considerations\u003c\/li\u003e\n\u003cli\u003eHuman Rights\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eDomain 2. AI Operations\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003eLearning Objectives:\u003c\/p\u003e\n\u003cp\u003eWithin this domain, the AI auditor should be able to:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eEvaluate impacts, opportunities, and risk when integrating AI solutions within the audit process.\u003c\/li\u003e\n\u003cli\u003eEvaluate AI solutions to advise on impact, opportunities, and risk to organization.\u003c\/li\u003e\n\u003cli\u003eEvaluate the impact of AI solutions on system interactions, environment, and humans.\u003c\/li\u003e\n\u003cli\u003eEvaluate the role and impact of AI decision-making systems on the organization and stakeholders.\u003c\/li\u003e\n\u003cli\u003eEvaluate the organization’s AI policies and procedures, including compliance with legal and regulatory requirements.\u003c\/li\u003e\n\u003cli\u003eEvaluate the monitoring and reporting of metrics (e.g., KPIs, KRIs) specific to AI.\u003c\/li\u003e\n\u003cli\u003eEvaluate whether the organization has defined ownership of AI-related risk, controls, procedures, decisions, and standards.\u003c\/li\u003e\n\u003cli\u003eEvaluate the organization’s data governance program specific to AI.\u003c\/li\u003e\n\u003cli\u003eEvaluate the organization’s privacy program specific to AI.\u003c\/li\u003e\n\u003cli\u003eEvaluate the organization’s problem and incident management programs specific to AI.\u003c\/li\u003e\n\u003cli\u003eEvaluate the organization’s change management program specific to AI.\u003c\/li\u003e\n\u003cli\u003eEvaluate the organization’s configuration management program specific to AI.\u003c\/li\u003e\n\u003cli\u003eEvaluate the organization’s threat and vulnerability management programs specific to AI.\u003c\/li\u003e\n\u003cli\u003eEvaluate the organization’s identity and access management program specific to AI.\u003c\/li\u003e\n\u003cli\u003eEvaluate vendors and supply chain management program specific to AI solutions.\u003c\/li\u003e\n\u003cli\u003eEvaluate the design and effectiveness of controls specific to AI.\u003c\/li\u003e\n\u003cli\u003eEvaluate data inputs requirements for AI models (e.g., data appropriateness, bias, and privacy).\u003c\/li\u003e\n\u003cli\u003eEvaluate system\/business requirements for AI solutions to ensure alignment with enterprise architecture.\u003c\/li\u003e\n\u003cli\u003eEvaluate AI solution life cycle (e.g., design, development, deployment, monitoring, and decommissioning) and inputs\/outputs for compliance and risk.\u003c\/li\u003e\n\u003cli\u003eEvaluate algorithms and models to ensure AI solutions are aligned to business objectives, policies, and procedures.\u003c\/li\u003e\n\u003cli\u003eAnalyze the impact of AI on workforce to advise stakeholders to address AI-related workforce impacts, training, and education.\u003c\/li\u003e\n\u003cli\u003eEvaluate that awareness programs align to the organization’s AI-related policies and procedures.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eSection A. Data Management Specific to AI\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003e1. Data Collection\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eConsent\u003c\/li\u003e\n\u003cli\u003eFit for Purpose\u003c\/li\u003e\n\u003cli\u003eData Lag\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e2. Data Classification\u003c\/p\u003e\n\u003cp\u003e3. Data Confidentiality\u003c\/p\u003e\n\u003cp\u003e4. Data Quality\u003c\/p\u003e\n\u003cp\u003e5. Data Balancing\u003c\/p\u003e\n\u003cp\u003e6. Data Scarcity\u003c\/p\u003e\n\u003cp\u003e7. Data Security\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eData Encoding\u003c\/li\u003e\n\u003cli\u003eData Access\u003c\/li\u003e\n\u003cli\u003eData Secrecy\u003c\/li\u003e\n\u003cli\u003eData Replication\u003c\/li\u003e\n\u003cli\u003eData Backup\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eSection B. AI Solution Development Methodologies and Lifecycle\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003e1. AI Solution Development Life Cycle\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eUse Case Development\u003c\/li\u003e\n\u003cli\u003eDesign\u003c\/li\u003e\n\u003cli\u003eDevelopment\u003c\/li\u003e\n\u003cli\u003eDeployment\u003c\/li\u003e\n\u003cli\u003eMonitoring and Maintenance\u003c\/li\u003e\n\u003cli\u003eDecommission\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e2. Privacy and Security by Design\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eExplainability\u003c\/li\u003e\n\u003cli\u003eRobustness\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eSection C. Change Management Specific to AI\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003e1. Change Management Considerations\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eData Dependency\u003c\/li\u003e\n\u003cli\u003eAI Model\u003c\/li\u003e\n\u003cli\u003eRegulatory and Societal Impact\u003c\/li\u003e\n\u003cli\u003eEmergency Changes\u003c\/li\u003e\n\u003cli\u003eConfiguration Management\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eSection D. Supervision of AI Solutions\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003e1. AI Agency\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eLogging and Monitoring\u003c\/li\u003e\n\u003cli\u003eAI Observability\u003c\/li\u003e\n\u003cli\u003eHuman in the Loop (HITL)\u003c\/li\u003e\n\u003cli\u003eHallucination\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cstrong\u003eSection E. Testing Techniques for AI Solutions\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003e1. Conventional Software Testing Techniques\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eA\/B Testing\u003c\/li\u003e\n\u003cli\u003eUnit and Integration Testing\u003c\/li\u003e\n\u003cli\u003eObjective Verification\u003c\/li\u003e\n\u003cli\u003eCode Reviews\u003c\/li\u003e\n\u003cli\u003eBlack Box Testing\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e2. AI-Specific Testing Techniques\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eModel Cards\u003c\/li\u003e\n\u003cli\u003eBias Testing\u003c\/li\u003e\n\u003cli\u003eAdversarial Testing\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eSection F. Threats and Vulnerabilities Specific to AI\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003e1. Types of AI-related Threats\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eTraining Data Leakage\u003c\/li\u003e\n\u003cli\u003eData Poisoning\u003c\/li\u003e\n\u003cli\u003eModel Poisoning\u003c\/li\u003e\n\u003cli\u003eModel Theft\u003c\/li\u003e\n\u003cli\u003ePrompt Injections\u003c\/li\u003e\n\u003cli\u003eModel Evasion\u003c\/li\u003e\n\u003cli\u003eModel Inversion\u003c\/li\u003e\n\u003cli\u003eThreats for Using Vendor Supplied AI\u003c\/li\u003e\n\u003cli\u003eAI Solution Disruption\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e2. Controls for AI-related Threats\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eThreat and Vulnerability Identification\u003c\/li\u003e\n\u003cli\u003ePrompt Templates\u003c\/li\u003e\n\u003cli\u003eDefensive Distillation\u003c\/li\u003e\n\u003cli\u003eRegularization\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eSection G. Incident Response Management Specific to AI\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003e1. Prepare\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003ePolicies, Procedures, and Model Documentation\u003c\/li\u003e\n\u003cli\u003eIncident Response Team\u003c\/li\u003e\n\u003cli\u003eTabletop Exercises\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e2. Identify and Report\u003c\/p\u003e\n\u003cp\u003e3. Assess\u003c\/p\u003e\n\u003cp\u003e4. Respond\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eContainment\u003c\/li\u003e\n\u003cli\u003eEradication\u003c\/li\u003e\n\u003cli\u003eRecovery\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e5. Post-Incident Review\u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eDomain 3. AI Auditing Tools and Techniques\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003eLearning Objectives:\u003c\/p\u003e\n\u003cp\u003eWithin this domain, the AI auditor should be able to:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eEvaluate impacts, opportunities, and risk when integrating AI solutions within the audit process.\u003c\/li\u003e\n\u003cli\u003eUtilize AI solutions to enhance audit processes, including planning, execution, and reporting.\u003c\/li\u003e\n\u003cli\u003eEvaluate the monitoring and reporting of metrics (e.g., KPIs, KRIs) specific to AI.\u003c\/li\u003e\n\u003cli\u003eEvaluate data input requirements for AI models (e.g., data appropriateness, bias, and privacy).\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eSection A. Audit Planning and Design\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003e1. Identification of AI Assets and Controls\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eInventory Objective and Procedure\u003c\/li\u003e\n\u003cli\u003eInventory and Data Gathering Methods\u003c\/li\u003e\n\u003cli\u003eDocumentation\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cul\u003e\n\u003cli\u003eSurveys\u003c\/li\u003e\n\u003cli\u003eInterviews\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e2. Types of AI Controls\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eExamples including Control Categories, Controls, and Explanations\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e3. Audit Use Cases\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eLarge Language Models\u003c\/li\u003e\n\u003cli\u003eAudit Process Improvement\u003c\/li\u003e\n\u003cli\u003eGenerative AI\u003c\/li\u003e\n\u003cli\u003eAudit-Specific AI Applications\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e4. Internal Training for AI Use\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eKey Components for Auditor Knowledge\u003c\/li\u003e\n\u003cli\u003ePractical Skills Development\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eSection B. Audit Testing and Sampling Methodologies\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003e1. Designing an AI Audit\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eAI Audit Objectives\u003c\/li\u003e\n\u003cli\u003eAudit Scoping and Resources\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e2. AI Audit Testing Methodologies\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eAI Systems Overall Testing\u003c\/li\u003e\n\u003cli\u003eFinancial Models\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e3. AI Sampling\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eJudgmental sampling\u003c\/li\u003e\n\u003cli\u003eAI sampling\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e4. Outcomes of AI testing\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eReduce false positives\u003c\/li\u003e\n\u003cli\u003eReduce workforce needs\u003c\/li\u003e\n\u003cli\u003eOutliers\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eSection C. Audit Evidence Collection Techniques\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003e1. Data Collection\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eTraining and Testing Data\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cul\u003e\n\u003cli\u003eUnstructured and Structured Data Collection\u003c\/li\u003e\n\u003cli\u003eExtract, Transform, and Load\u003c\/li\u003e\n\u003cli\u003eData Manipulation\u003c\/li\u003e\n\u003cli\u003eScraping\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e2. Walkthroughs and interviews\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eDesign Interview Questions\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e3. AI Collection Tools\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eUsing AI to Collect Logs\u003c\/li\u003e\n\u003cli\u003eAI agents to create outputs\u003c\/li\u003e\n\u003cli\u003eVoice to Speech\u003c\/li\u003e\n\u003cli\u003eOptimal Character Recognition\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eSection D. Audit Data Quality and Data Analytics\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003e1. Data Quality\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eOptimization\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e2. Data Analytics\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eSentiment Analysis\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cul\u003e\n\u003cli\u003eRun Data Analytics\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e3. Data Reporting\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eReports\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cul\u003e\n\u003cli\u003eDashboards\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eSection E. AI Audit Outputs and Reports\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003e1. Reports\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eReport Types (examples and details)\u003c\/li\u003e\n\u003cli\u003eAdvisory Reports\u003c\/li\u003e\n\u003cli\u003eCharts and Visualizations\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e2. Audit Follow-up\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eAutomated follow-up\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e3. Quality Assurance and mitigate risk.\u003c\/p\u003e\n\u003c\/div\u003e","brand":"Learning Tree","offers":[{"title":"26AB40US \/ 2026-10-13T09:00:00 \/ Herndon, VA","offer_id":44137959194804,"sku":"US-2020-IL","price":2100.0,"currency_code":"USD","in_stock":true},{"title":"271B58US \/ 2027-01-11T09:00:00 \/ Herndon, VA","offer_id":44137959227572,"sku":"US-2020-IL","price":2100.0,"currency_code":"USD","in_stock":true},{"title":"274B26US \/ 2027-04-12T09:00:00 \/ Herndon, VA","offer_id":44177877008564,"sku":"US-2020-IL","price":2100.0,"currency_code":"USD","in_stock":true}]},{"product_id":"aws-certified-machine-learning-engineer","title":"Machine Learning Engineering on AWS","description":"\u003cdiv\u003e\u003cp\u003eThis intermediate-level course prepares you for the AWS Certified Machine Learning Engineer - Associate (MLA-C01) exam by providing a comprehensive exploration of the exam topics. You'll delve into the key areas covered on the exam, understanding how they relate to developing AI and machine learning solutions on the AWS platform. Through detailed explanations and walkthroughs of examstyle questions, you'll reinforce your knowledge, identify gaps in your understanding, and gain valuable strategies for tackling questions effectively. The course includes review of exam-style sample questions, to help you recognize incorrect responses and hone your test-taking abilities. By the end, you'll have a firm grasp on the concepts and practical applications tested on the AWS Certified Machine Learning Engineer - Associate (MLA-C01) exam.\u003c\/p\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eAWS Certified Machine Learning Engineer Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eUpon completing this course, students should be able to:\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eIdentify the scope and content tested by the AWS Certified Machine Learning Engineer - Associate (MLA-C01) exam.\u003c\/li\u003e\n\u003cli\u003ePractice exam-style questions and evaluate your preparation strategy.\u003c\/li\u003e\n\u003cli\u003eExamine use cases and differentiate between them.\u003cb\u003e\u003c\/b\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003ePrerequisites\u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003eLearners are recommended to have the following:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eSuggested 1 year of experience in a related role such as a backend software developer, DevOps developer, data engineer, or data scientist.\u003c\/li\u003e\n\u003cli\u003eBasic understanding of common ML algorithms and their use cases\u003c\/li\u003e\n\u003cli\u003eData engineering fundamentals, including knowledge of common data formats, ingestion, and transformation to work with ML data pipelines\u003c\/li\u003e\n\u003cli\u003eKnowledge of querying and transforming data\u003c\/li\u003e\n\u003cli\u003eKnowledge of software engineering best practices for modular, reusable code development, deployment, and debugging\u003c\/li\u003e\n\u003cli\u003eFamiliarity with provisioning and monitoring cloud and on-premises ML resources\u003c\/li\u003e\n\u003cli\u003eExperience with continuous integration and continuous delivery (CI\/CD) pipelines and infrastructure as code (IaC)\u003c\/li\u003e\n\u003cli\u003eExperience with code repositories for version control and CI\/CD pipelines.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003eLearners are recommended to be able to do the following:\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eSuggested 1 year of experience using Amazon SageMaker AI and other AWS services for ML engineering.\u003c\/li\u003e\n\u003cli\u003eKnowledge of Amazon SageMaker AI capabilities and algorithms for model building and deployment\u003c\/li\u003e\n\u003cli\u003eKnowledge of AWS data storage and processing services for preparing data for modeling\u003c\/li\u003e\n\u003cli\u003eFamiliarity with deploying applications and infrastructure on AWS\u003c\/li\u003e\n\u003cli\u003eKnowledge of monitoring tools for logging and troubleshooting ML systems\u003c\/li\u003e\n\u003cli\u003eKnowledge of AWS services for the automation and orchestration of CI\/CD pipelines\u003c\/li\u003e\n\u003cli\u003eUnderstanding of AWS security best practices for identity and access management, encryption, and data protection\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003eAWS Certified ML Engineer Course Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eLearning Objectives\u003c\/h4\u003e\n\u003cp\u003e\u003cb\u003eDomain 1: \u003c\/b\u003eData Preparation for Machine Learning (ML)\u003c\/p\u003e\n\u003cp\u003e1.1 Ingest and store data.\u003c\/p\u003e\n\u003cp\u003e1.2 Transform data and perform feature engineering.\u003c\/p\u003e\n\u003cp\u003e1.3 Ensure data integrity and prepare data for modeling\u003c\/p\u003e\n\u003cp\u003e\u003cb\u003e \u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eDomain 2:\u003c\/b\u003e ML Model Development\u003c\/p\u003e\n\u003cp\u003e2.1 Choose a modeling approach.\u003c\/p\u003e\n\u003cp\u003e2.2 Train and refine models.\u003c\/p\u003e\n\u003cp\u003e2.3 Analyze model performance\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eDomain 3\u003c\/b\u003e: Deployment and Orchestration of ML Workflows\u003c\/p\u003e\n\u003cp\u003e3.1 Select deployment infrastructure based on existing architecture and requirements.\u003c\/p\u003e\n\u003cp\u003e3.2 Create and script infrastructure based on existing architecture and requirements.\u003c\/p\u003e\n\u003cp\u003e3.3 Use automated orchestration tools to set up continuous integration and continuous delivery (CI\/CD) pipelines.\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003e\u003cb\u003eDomain 4:\u003c\/b\u003e ML Solution Monitoring, Maintenance, and Security\u003c\/p\u003e\n\u003cp\u003e4.1 Monitor model interference.\u003c\/p\u003e\n\u003cp\u003e 4.2 Monitor and optimize infrastructure costs.\u003c\/p\u003e\n\u003cp\u003e4.3 Secure AWS resources.\u003c\/p\u003e\n\u003cp\u003e\u003c\/p\u003e\n\u003c\/div\u003e","brand":"Learning Tree","offers":[{"title":"26BB57US \/ 2026-11-09T09:00:00 \/ Online","offer_id":44138005299380,"sku":"US-1965-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"272B01US \/ 2027-02-16T09:00:00 \/ Online","offer_id":44145667702964,"sku":"US-1965-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"275B46US \/ 2027-05-25T09:00:00 \/ Online","offer_id":44235697193140,"sku":"US-1965-IL","price":644.0,"currency_code":"USD","in_stock":true}]},{"product_id":"isaca-advanced-in-ai-security-management-aaism-certification","title":"ISACA Advanced in AI Security Management (AAISM) Certification","description":"\u003cdiv\u003e\u003cp\u003eISACA Advanced in AI Security Management (AAISM) validates security management professionals’ ability to demonstrate their expertise in AI. This credential builds upon existing security best practices to enhance expertise and adapt to the evolving AI-driven landscape, ensuring robust protection and a strategic edge.\u003c\/p\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eISACA Advanced in AI Security Management (AAISM) Certification Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003eIn this course you will learn skills which:\u003c\/b\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eEstablishes AI-Specific Security Expertise\u003c\/li\u003e\n\u003cli\u003eBridges the Gap Between AI and Cybersecurity\u003c\/li\u003e\n\u003cli\u003eAligns with Enterprise Governance and Risk Needs\u003c\/li\u003e\n\u003cli\u003eBuilt on ISACA’s Trusted Frameworks\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cb\u003ePrerequisites\u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003eMust possess a CISM or CISSP to be eligible for Certification.\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003eAI Security Management Certification Course Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eLearning Objectives\u003c\/h4\u003e\n\u003cp\u003eDomain 1: AI Governance and Program Management\u003c\/p\u003e\n\u003cp\u003eStakeholder Considerations, Industry Frameworks, and Regulatory Requirements\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eOrganizational Structure and Overall Governance\u003c\/li\u003e\n\u003cli\u003eRoles and Responsibilities\u003c\/li\u003e\n\u003cli\u003eCharter and Steering Committee\u003c\/li\u003e\n\u003cli\u003eIdentifying Stakeholders\u003c\/li\u003e\n\u003cli\u003eRisk Appetite and Tolerance\u003c\/li\u003e\n\u003cli\u003eFrameworks, Standards, and Regulations\u003c\/li\u003e\n\u003cli\u003eSelecting appropriate Frameworks\u003c\/li\u003e\n\u003cli\u003eBusiness and Use Cases for AI\u003c\/li\u003e\n\u003cli\u003ePrivacy Considerations\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003eAI-related Strategies, Policies, and Procedures\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eAI Strategy\u003c\/li\u003e\n\u003cli\u003eConsumer v. Enterprise\u003c\/li\u003e\n\u003cli\u003eBuy vs. Build\u003c\/li\u003e\n\u003cli\u003eAI Policies\u003c\/li\u003e\n\u003cli\u003eResponsible Use\u003c\/li\u003e\n\u003cli\u003eAcceptable Use\u003c\/li\u003e\n\u003cli\u003eAI Procedures\u003c\/li\u003e\n\u003cli\u003eImplementation\u003c\/li\u003e\n\u003cli\u003eManuals\u003c\/li\u003e\n\u003cli\u003eEthics\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003e \u003c\/b\u003e\u003c\/p\u003e\n\u003cp\u003eAI Asset and Data Life Cycle Management\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eAI Asset and Data Inventory\u003c\/li\u003e\n\u003cli\u003eInventory management\u003c\/li\u003e\n\u003cli\u003eModel cards\u003c\/li\u003e\n\u003cli\u003eData handling, classification, discovery\u003c\/li\u003e\n\u003cli\u003eData Augmentation and Cleaning\u003c\/li\u003e\n\u003cli\u003eData Storage\u003c\/li\u003e\n\u003cli\u003eData Protection\u003c\/li\u003e\n\u003cli\u003eDestruction\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003eAI Security Program Development and Management\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eDocumented Program Plan\u003c\/li\u003e\n\u003cli\u003eSecurity team, roles, responsibilities, and proficiencies\u003c\/li\u003e\n\u003cli\u003eAlignment to existing info sec\u003c\/li\u003e\n\u003cli\u003eUse of AI-enabled security tools in the program\u003c\/li\u003e\n\u003cli\u003eMetrics and management\u003c\/li\u003e\n\u003cli\u003eKRIs and KPIs for AI use with regard to the security\u003c\/li\u003e\n\u003cli\u003eManagement reporting\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003eBusiness Continuity and Incident Response\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eIncident detection\u003c\/li\u003e\n\u003cli\u003eNotification\u003c\/li\u003e\n\u003cli\u003eIncident classification\u003c\/li\u003e\n\u003cli\u003eCriticality and severity\u003c\/li\u003e\n\u003cli\u003eResiliency\u003c\/li\u003e\n\u003cli\u003eBusiness Continuity Plan\u003c\/li\u003e\n\u003cli\u003eRed-button requirements for compliance\u003c\/li\u003e\n\u003cli\u003eIncident response playbooks specifically for AI\u003c\/li\u003e\n\u003cli\u003eBreak glass policies\/ go no go • Authority\u003c\/li\u003e\n\u003cli\u003eRTO RPO – AI perspective\u003c\/li\u003e\n\u003cli\u003eDisaster recovery\u003c\/li\u003e\n\u003cli\u003eTesting\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003eDomain 2. AI Risk Management\u003c\/p\u003e\n\u003cp\u003eAI Risk Assessment, Thresholds, and Treatment\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eImpact assessment\u003c\/li\u003e\n\u003cli\u003eConformity assessment\u003c\/li\u003e\n\u003cli\u003ePIAs\u003c\/li\u003e\n\u003cli\u003eRisk documentation\u003c\/li\u003e\n\u003cli\u003eAcceptable levels of risk\u003c\/li\u003e\n\u003cli\u003eTreatment plans\u003c\/li\u003e\n\u003cli\u003eKRIs and KPIs for AI us\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003eAI-related Strategies, Policies, and Procedures\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003ePEN test\u003c\/li\u003e\n\u003cli\u003eVulnerability tests\u003c\/li\u003e\n\u003cli\u003eRed teaming\u003c\/li\u003e\n\u003cli\u003eAI related vulnerabilities\u003c\/li\u003e\n\u003cli\u003eAdversarial threats\u003c\/li\u003e\n\u003cli\u003eThreat intelligence\u003c\/li\u003e\n\u003cli\u003eAI-enabled threats\/Attack chains\u003c\/li\u003e\n\u003cli\u003eAnomalies\u003c\/li\u003e\n\u003cli\u003eThreat landscape\u003c\/li\u003e\n\u003cli\u003eDeep fakes\u003c\/li\u003e\n\u003cli\u003eInsider threat\u003c\/li\u003e\n\u003cli\u003eAI agents\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003eAI Vendor and Supply Chain Management\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eDependencies of software packages and libraries\u003c\/li\u003e\n\u003cli\u003eVendor due diligence and contracts\u003c\/li\u003e\n\u003cli\u003eSLAs\u003c\/li\u003e\n\u003cli\u003eVendor usage\u003c\/li\u003e\n\u003cli\u003eAccountability models\u003c\/li\u003e\n\u003cli\u003eProvider vs. deployer\u003c\/li\u003e\n\u003cli\u003eThird, fourth, and fifth parties\u003c\/li\u003e\n\u003cli\u003eOwnership and intellectual property\u003c\/li\u003e\n\u003cli\u003eAccess controls\u003c\/li\u003e\n\u003cli\u003eLiability\u003c\/li\u003e\n\u003cli\u003eVendor monitoring for risk and changes\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003eModule 3. AI Technologies and Controls\u003c\/p\u003e\n\u003cp\u003eAI Security Architecture and Design\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eChange management\u003c\/li\u003e\n\u003cli\u003eSDL\u003c\/li\u003e\n\u003cli\u003eSecure by design\u003c\/li\u003e\n\u003cli\u003eSecuring infrastructure as code\u003c\/li\u003e\n\u003cli\u003eData flows\u003c\/li\u003e\n\u003cli\u003eApproved base models\u003c\/li\u003e\n\u003cli\u003eInterconnectivity and interaction with architecture\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003eAI Life Cycle (e.g., model selection, training, and validation)\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eTesting models interconnectivity\u003c\/li\u003e\n\u003cli\u003eLinkages between models\u003c\/li\u003e\n\u003cli\u003eRegression\u003c\/li\u003e\n\u003cli\u003eModel testing\u003c\/li\u003e\n\u003cli\u003eProgression\u003c\/li\u003e\n\u003cli\u003eTEVV\u003c\/li\u003e\n\u003cli\u003eModel accuracy testing and evaluation\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003eData Management Controls\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eData collection\u003c\/li\u003e\n\u003cli\u003eData control\u003c\/li\u003e\n\u003cli\u003eData Poisoning\u003c\/li\u003e\n\u003cli\u003eBIAS\u003c\/li\u003e\n\u003cli\u003eAccuracy\u003c\/li\u003e\n\u003cli\u003eData position requirements\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003ePrivacy, Ethical, Trust and Safety Controls\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eExplainability\u003c\/li\u003e\n\u003cli\u003ePrivacy controls – like right to be forgotten, data subject rights\u003c\/li\u003e\n\u003cli\u003eConsent\u003c\/li\u003e\n\u003cli\u003eTransparency\u003c\/li\u003e\n\u003cli\u003eDecision making\u003c\/li\u003e\n\u003cli\u003eFairness\u003c\/li\u003e\n\u003cli\u003eEthics\u003c\/li\u003e\n\u003cli\u003eAutomated decision making\u003c\/li\u003e\n\u003cli\u003eHuman in the loop\u003c\/li\u003e\n\u003cli\u003eTrust and safety - content moderation\u003c\/li\u003e\n\u003cli\u003ePotential harm\u003c\/li\u003e\n\u003cli\u003eEnvironmental impacts\u003c\/li\u003e\n\u003cli\u003eData minimization and anonymization\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003eSecurity Controls and Monitoring\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eSecurity monitoring metrics\u003c\/li\u003e\n\u003cli\u003eSelecting the right controls\u003c\/li\u003e\n\u003cli\u003eImplementing controls\u003c\/li\u003e\n\u003cli\u003eSelf-assessment of controls (CSA)\u003c\/li\u003e\n\u003cli\u003eControl life cycle\u003c\/li\u003e\n\u003cli\u003eContinuous monitoring\u003c\/li\u003e\n\u003cli\u003eKPIs and KRIs for security controls and monitoring\u003c\/li\u003e\n\u003cli\u003eTechnical controls\u003c\/li\u003e\n\u003cli\u003eThreat controls mapping\u003c\/li\u003e\n\u003cli\u003eSecurity awareness training\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e","brand":"Learning Tree","offers":[{"title":"26AB39US \/ 2026-10-26T09:00:00 \/ Herndon, VA","offer_id":44137973743796,"sku":"US-2019-IL","price":2100.0,"currency_code":"USD","in_stock":true},{"title":"26CB26US \/ 2026-12-14T09:00:00 \/ Herndon, VA","offer_id":44137973776564,"sku":"US-2019-IL","price":2100.0,"currency_code":"USD","in_stock":true},{"title":"272B12US \/ 2027-02-24T09:00:00 \/ Herndon, VA","offer_id":44151301963956,"sku":"US-2019-IL","price":2100.0,"currency_code":"USD","in_stock":true},{"title":"274B25US \/ 2027-04-26T09:00:00 \/ Herndon, VA","offer_id":44183589847220,"sku":"US-2019-IL","price":2100.0,"currency_code":"USD","in_stock":true},{"title":"269D42US \/ 2026-09-28T09:00:00 \/ Online","offer_id":44240985817268,"sku":"US-2019-IL","price":2100.0,"currency_code":"USD","in_stock":true},{"title":"269D43US \/ 2026-09-14T09:00:00 \/ Online","offer_id":44240985850036,"sku":"US-2019-IL","price":2100.0,"currency_code":"USD","in_stock":true},{"title":"276B45US \/ 2027-06-28T09:00:00 \/ Herndon, VA","offer_id":44255540871348,"sku":"US-2019-IL","price":2100.0,"currency_code":"USD","in_stock":true}]},{"product_id":"develop-ai-agents-on-azure-ai-3026","title":"Develop AI Agents on Azure (AI-3026)","description":"\u003cdiv\u003e\u003cp\u003eThis training class introduces AI agents, focusing on their development and deployment using Azure AI Foundry Agent Service and Semantic Kernel Agent Framework. Participants will learn when to use AI agents and how to build them effectively on Azure.\u003c\/p\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eDevelop AI Agents on Azure (AI-3026) Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eIn this course, you will gain:\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cb\u003eEnhanced Understanding\u003c\/b\u003e: Gain insights into the core concepts of AI agents and their applications.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003ePractical Skills\u003c\/b\u003e: Learn to build AI agents using Azure's tools and frameworks.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eIntegration Techniques\u003c\/b\u003e: Understand how to integrate custom tools into AI agents to extend their capabilities.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003ePrerequisites\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eFamiliarity with fundamental AI concepts and services in Azure.\u003c\/li\u003e\n\u003cli\u003eCompletion of the \"Get started with artificial intelligence\" learning path is recommended.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003eDevelop AI Agents on Azure (AI-3026) Course Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eLearning Objectives\u003c\/h4\u003e\n\u003cp\u003e\u003cstrong\u003eModule 1: Get Started with AI Agent Development on Azure\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003eIn this module, you will learn how to describe core concepts related to AI agents, explore options for agent development, and create and test an agent in the Azure AI Foundry portal.\u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eModule 2: Develop an AI Agent with Azure AI Foundry Agent Service\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003eIn this module, you will learn how to describe the purpose of AI agents, explain the key features of Azure AI Foundry Agent Service, build an agent using the service, and integrate it into your application.\u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eModule 3: Integrate Custom Tools into Your Agent\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003eIn this module, you will learn how to extend the capabilities of your AI agent by integrating custom tools, enhancing its functionality beyond built-in options. \u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eModule 4: Develop an AI Agent with Semantic Kernel\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003eIn this module, you will learn how to build AI agents using the Semantic Kernel Agent Framework, leveraging its features for advanced agent development.\u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eModule 5: Orchestrate a Multi-Agent Solution Using Semantic Kernel\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003eIn this module, you will learn how to use the Semantic Kernel SDK to develop AI agents that can collaborate, creating a multi-agent solution for complex tasks.\u003c\/p\u003e\n\u003c\/div\u003e","brand":"Microsoft","offers":[{"title":"26AA08US \/ 2026-10-02T09:00:00 \/ Online","offer_id":44056670011572,"sku":"US-8698-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"271B91US \/ 2027-01-22T09:00:00 \/ Online","offer_id":44137995239604,"sku":"US-8698-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"274B50US \/ 2027-04-02T09:00:00 \/ Online","offer_id":44174367228084,"sku":"US-8698-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"276B66US \/ 2027-06-21T09:00:00 \/ Online","offer_id":44252181037236,"sku":"US-8698-IL","price":644.0,"currency_code":"USD","in_stock":true}]},{"product_id":"extend-microsoft-365-copilot-in-copilot-studio-ms-4022","title":"Extend Microsoft 365 Copilot in Copilot Studio (MS-4022)","description":"\u003cdiv\u003e\u003cp\u003eThis course guides learners through the process of building agents that extend Microsoft 365 Copilot with additional knowledge and capabilities. Using Copilot Studio, participants will learn to build declarative agents, add knowledge, configure actions, and publish agents to Microsoft 365 Copilot.\u003c\/p\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eExtend Microsoft 365 Copilot in Copilot Studio (MS-4022) Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eIn this course, you will gain:\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cb\u003eEnhanced Customization\u003c\/b\u003e: Learn to tailor Microsoft 365 Copilot to specific organizational needs by building declarative agents.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eIntegration Capabilities\u003c\/b\u003e: Understand how to connect agents to external data sources and services, expanding Copilot's functionality.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eImproved Productivity\u003c\/b\u003e: Equip Copilot with additional knowledge and actions to streamline workflows and improve efficiency.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003ePrerequisites\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eFamiliarity with Microsoft 365 Copilot.\u003c\/li\u003e\n\u003cli\u003eFamiliarity with options for extending Microsoft 365 Copilot.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003eExtend Microsoft 365 Copilot in 1 Day Course Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eLearning Objectives\u003c\/h4\u003e\n\u003cp\u003e\u003cstrong\u003eModule 1: Introduction to Declarative Agents for Microsoft 365 Copilot\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003eIn this module, you will learn how to determine scenarios suitable for customizing and extending Microsoft 365 Copilot using declarative agents. You'll also understand the functions of custom knowledge and custom actions.\u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eModule 2: Build Your First Declarative Agent for Microsoft 365 Copilot by Using Copilot Studio\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003eIn this module, you will learn how to create an agent tailored to a specific scenario to extend Microsoft 365 Copilot. Your declarative agent will provide relevant and accurate responses using custom knowledge.\u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eModule 3: Introduction to Actions for Declarative Agents in Copilot Studio\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003eIn this module, you will learn how to create and configure actions in Copilot Studio to expand the capabilities of your declarative agents. You'll connect your declarative agent to external data sources and customize generative responses.\u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eModule 4: Extend Declarative Agents with Prompt Actions in Copilot Studio\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003eIn this module, you will learn how to customize your declarative agent's generative responses by extending your agent with prompt actions. You'll craft custom prompts, test them against the LLM, and add prompt actions to declarative agents that extend Microsoft 365 Copilot.\u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eModule 5: Extend Declarative Agents with Connector Actions in Copilot Studio\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003eIn this module, you will learn how to connect your declarative agent to external services and data using connector actions. You'll configure out-of-the-box and custom connectors and add them to agents that extend Microsoft 365 Copilot.\u003c\/p\u003e\n\u003c\/div\u003e","brand":"Microsoft","offers":[{"title":"26AA14US \/ 2026-10-01T09:00:00 \/ Online","offer_id":44055812833460,"sku":"US-8751-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"271A51US \/ 2027-01-14T09:00:00 \/ Online","offer_id":44137995272372,"sku":"US-8751-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"274A35US \/ 2027-04-01T09:00:00 \/ Online","offer_id":44173658226868,"sku":"US-8751-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"276A43US \/ 2027-06-30T09:00:00 \/ Online","offer_id":44256273236148,"sku":"US-8751-IL","price":644.0,"currency_code":"USD","in_stock":true}]},{"product_id":"explore-microsoft-365-copilot-chat-ms-4023","title":"Explore Microsoft 365 Copilot Chat (MS-4023)","description":"\u003cdiv\u003e\u003cp\u003eThis course introduces Microsoft 365 Copilot Chat as a secure, AI-powered assistant that boosts productivity by leveraging web-based insights. It guides learners on accessing the tool, navigating its interface, and utilizing it effectively to enhance productivity, streamline work, and collaborate securely in real-time.\u003c\/p\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eExplore Microsoft 365 Copilot Chat (MS-4023) Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eIn this course, you will gain:\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cb\u003eEnhanced Productivity\u003c\/b\u003e: Learn to leverage AI to streamline tasks and workflows.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eEffective Communication\u003c\/b\u003e: Craft clear prompts to get optimal results from Copilot Chat.\u003c\/li\u003e\n\u003cli\u003e\n\u003cb\u003eSecure Collaboration\u003c\/b\u003e: Understand how to collaborate in real-time within a secure environment.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003ePrerequisites\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eNone\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003eExplore Microsoft 365 Copilot Chat (MS-4023) Course Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eLearning Objectives\u003c\/h4\u003e\n\u003cp\u003e\u003cstrong\u003eModule 1: Get Started with Microsoft 365 Copilot Chat\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003eIn this module, you will learn how to access and navigate Microsoft 365 Copilot Chat, understanding its interface and foundational features to begin enhancing your productivity.\u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eModule 2: Write Effective Prompts to Achieve Optimal Results\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003eIn this module, you will learn how to craft clear and effective prompts for Copilot Chat, exploring key elements and best practices to obtain optimal AI-generated responses.\u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003eModule 3: Work Smarter with Microsoft 365 Copilot Chat\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003eIn this module, you will learn how to utilize Copilot Chat's AI-powered features to enhance productivity, collaborate in real-time, and streamline work within a secure, enterprise-ready environment.\u003c\/p\u003e\n\u003c\/div\u003e","brand":"Microsoft","offers":[{"title":"26AA15US \/ 2026-10-02T09:00:00 \/ Online","offer_id":44056670044340,"sku":"US-8752-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"271A52US \/ 2027-01-05T09:00:00 \/ Online","offer_id":44137996845236,"sku":"US-8752-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"274A36US \/ 2027-04-02T09:00:00 \/ Online","offer_id":44174367293620,"sku":"US-8752-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"276A44US \/ 2027-06-25T09:00:00 \/ Online","offer_id":44253614538932,"sku":"US-8752-IL","price":644.0,"currency_code":"USD","in_stock":true}]},{"product_id":"github-copilot-gh-300","title":"GitHub Copilot (GH-300)","description":"\u003cdiv\u003e\u003cp\u003eThis course delves into the fundamentals and advanced features of GitHub Copilot, an AI-powered code completion tool. Participants will explore how to integrate Copilot into various development environments, understand its ethical implications, and learn to customize its functionalities to suit organizational needs.\u003c\/p\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eGitHub Copilot (GH-300) Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eIn this course, you will learn:\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cstrong\u003eEnhanced Productivity\u003c\/strong\u003e: Leverage AI to accelerate coding tasks.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eCross-Environment Integration\u003c\/strong\u003e: Utilize Copilot across IDEs, command lines, and chat interfaces.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eCustomization\u003c\/strong\u003e: Tailor Copilot's behavior to align with organizational policies.\u003c\/li\u003e\n\u003cli\u003e\n\u003cstrong\u003eEthical AI Usage\u003c\/strong\u003e: Understand and implement responsible AI practices.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003ePrerequisites\u003c\/strong\u003e\u003c\/p\u003e\n\u003cp\u003eBasic understanding of GitHub fundamentals.\u003c\/p\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003eGitHub Copilot Intermediate Course Ouline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eLearning Objectives\u003c\/h4\u003e\n\u003cp\u003eResponsible AI with GitHub Copilot\u003c\/p\u003e\n\u003cp\u003e\u003ci\u003eIn this module, you will learn how to\u003c\/i\u003e use GitHub Copilot responsibly, understanding the ethical considerations and potential risks associated with AI-assisted coding.\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003eIntroduction to GitHub Copilot\u003c\/p\u003e\n\u003cp\u003e\u003ci\u003eIn this module, you will learn how to\u003c\/i\u003e integrate GitHub Copilot into your development environment and utilize its features for code suggestions.\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003eIntroduction to Prompt Engineering with GitHub Copilot\u003c\/p\u003e\n\u003cp\u003e\u003ci\u003eIn this module, you will learn how to\u003c\/i\u003e craft effective prompts to guide Copilot in generating accurate and relevant code snippets.\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003eUsing Advanced GitHub Copilot Features\u003c\/p\u003e\n\u003cp\u003e\u003ci\u003eIn this module, you will learn how to\u003c\/i\u003e leverage advanced functionalities of Copilot, including context-aware suggestions and multi-line code generation.\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003eGitHub Copilot Across Environments: IDE, Chat, and Command Line Techniques\u003c\/p\u003e\n\u003cp\u003e\u003ci\u003eIn this module, you will learn how to\u003c\/i\u003e utilize Copilot across different platforms, enhancing productivity in various development scenarios.\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003eManagement and Customization Considerations with GitHub Copilot\u003c\/p\u003e\n\u003cp\u003e\u003ci\u003eIn this module, you will learn how to\u003c\/i\u003e customize Copilot settings to align with organizational policies and manage its integration across teams.\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003eDeveloper Use Cases for AI with GitHub Copilot\u003c\/p\u003e\n\u003cp\u003e\u003ci\u003eIn this module, you will learn how to\u003c\/i\u003e apply Copilot in real-world development scenarios, enhancing various stages of the software development lifecycle.\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003eDevelop Unit Tests Using GitHub Copilot Tools\u003c\/p\u003e\n\u003cp\u003e\u003ci\u003eIn this module, you will learn how to\u003c\/i\u003e generate and implement unit tests efficiently using Copilot's AI capabilities.\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003eIntroduction to GitHub Copilot Business\u003c\/p\u003e\n\u003cp\u003e\u003ci\u003eIn this module, you will learn how to\u003c\/i\u003e understand the features and benefits of Copilot Business, including its application in enterprise environments.\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003eIntroduction to GitHub Copilot Enterprise\u003c\/p\u003e\n\u003cp\u003e\u003ci\u003eIn this module, you will learn how to\u003c\/i\u003e explore the advanced features of Copilot Enterprise, focusing on scalability and integration within large organizations.\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003eUsing GitHub Copilot with JavaScript\u003c\/p\u003e\n\u003cp\u003e\u003ci\u003eIn this module, you will learn how to\u003c\/i\u003e enhance JavaScript development using Copilot's code suggestions and completions.\u003c\/p\u003e\n\u003cp\u003e \u003c\/p\u003e\n\u003cp\u003eUsing GitHub Copilot with Python\u003c\/p\u003e\n\u003cp\u003e\u003ci\u003eIn this module, you will learn how to\u003c\/i\u003e boost Python programming efficiency by integrating Copilot into your workflow.\u003c\/p\u003e\n\u003c\/div\u003e","brand":"Microsoft","offers":[{"title":"26AA60US \/ 2026-10-15T09:00:00 \/ Online","offer_id":44137995305140,"sku":"US-8754-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"271A54US \/ 2027-01-19T09:00:00 \/ Online","offer_id":44137995337908,"sku":"US-8754-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"274A37US \/ 2027-04-12T09:00:00 \/ Online","offer_id":44177877041332,"sku":"US-8754-IL","price":644.0,"currency_code":"USD","in_stock":true}]},{"product_id":"transform-your-everyday-business-processes-with-agents-ms-4019","title":"Transform your Everyday Business Processes with Agents (MS-4019)","description":"","brand":"Microsoft","offers":[{"title":"26AA63US \/ 2026-10-02T09:00:00 \/ Online","offer_id":44137997238452,"sku":"US-8759-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"26BA49US \/ 2026-11-20T09:00:00 \/ Online","offer_id":44137997271220,"sku":"US-8759-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"271A59US \/ 2027-01-04T09:00:00 \/ Online","offer_id":44137997303988,"sku":"US-8759-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"272A37US \/ 2027-02-16T09:00:00 \/ Online","offer_id":44145664786612,"sku":"US-8759-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"274A40US \/ 2027-04-02T09:00:00 \/ Online","offer_id":44174367097012,"sku":"US-8759-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"275A42US \/ 2027-05-20T09:00:00 \/ Online","offer_id":44228553998516,"sku":"US-8759-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"276A47US \/ 2027-06-30T09:00:00 \/ Online","offer_id":44256271433908,"sku":"US-8759-IL","price":644.0,"currency_code":"USD","in_stock":true}]},{"product_id":"github-advanced-security-gh-500t00","title":"Developing in Agentic AI Systems (GH-600)","description":"","brand":"Microsoft","offers":[{"title":"26AA77US \/ 2026-10-14T09:00:00 \/ Online","offer_id":44137995731124,"sku":"US-8764-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"26CA55US \/ 2026-12-03T09:00:00 \/ Online","offer_id":44137995763892,"sku":"US-8764-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"271A73US \/ 2027-01-20T09:00:00 \/ Online","offer_id":44137995796660,"sku":"US-8764-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"273A58US \/ 2027-03-04T09:00:00 \/ Online","offer_id":44155748253876,"sku":"US-8764-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"274A48US \/ 2027-04-15T09:00:00 \/ Online","offer_id":44178582438068,"sku":"US-8764-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"276A61US \/ 2027-06-04T09:00:00 \/ Online","offer_id":44240987291828,"sku":"US-8764-IL","price":644.0,"currency_code":"USD","in_stock":true}]},{"product_id":"the-power-of-ai-with-power-bi","title":"The Power of AI with Power BI","description":"\u003cdiv\u003e\n\u003cp\u003eThis course describes in detail the use of AI within Power BI and ranges from the existing Azure AI capability, current AI visuals, to the new AI functionality included with Copilot. It describes the use of AI in the six stages of visualization: Loading Data; Transforming Data; Working with the Data Model, including DAX; Visualizing your data; and concluding with AI in the Power BI Service. \u003c\/p\u003e\r\n\u003cp\u003eThe course consists of Detailed instruction slides, Instructor demos, Do Now steps for the student, and multiple Exercises to enforce the learning.\u003c\/p\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eThe Power of AI with Power BI Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\u003cul type=\"disc\"\u003e\n\u003cli\u003eAI is becoming more integrated into society and data visualization tools are no exception. Learning how to use AI within Power BI can be a difficult process which this course breaks down into straight forward topics.\u003c\/li\u003e\n\u003cli\u003eManually exploring large data sets to find insights can be a complex set of steps, with Copilot you can ask natural language questions to generate visuals and summaries automatically.\u003c\/li\u003e\n\u003cli\u003eLearning DAX and writing DAX queries can also be difficult and can be a steep learning curve. Copilot can explain DAX functions and usage, and even write DAX measures based on natural language prompts.\u003c\/li\u003e\n\u003cli\u003eBuilding reports and dashboards can be a very time-consuming task, however, Copilot can suggest visuals, create charts and build entire reports pages based on your questions.\u003c\/li\u003e\n\u003cli\u003eExtracting insights from the data can sometimes be hit or miss, Copilot can proactively discover insights, trends and outliers making data-driven decisions quicker to reach.\u003c\/li\u003e\n\u003cli\u003eVery few people enjoy documenting their reports or measures, but Copilot can explain visuals, metrics, data transformations and measures. A complete Report Page can be explained in seconds.\u003c\/li\u003e\n\u003c\/ul\u003e\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003ePrerequisites\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eIntroduction to Power BI Training\u003c\/li\u003e\n\u003cli\u003ePrevious AI experience not required\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003eThe Power of AI with Power BI Course Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eLearning Objectives\u003c\/h4\u003e\n\u003cp\u003ePower BI and AI Overview\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\u003ci\u003eHigh level overview of Power BI\u003c\/i\u003e\u003c\/li\u003e\n\u003cli\u003e\u003ci\u003eHigh level overview of AI\u003c\/i\u003e\u003c\/li\u003e\n\u003cli\u003e\u003ci\u003eWhat is Copilot?\u003c\/i\u003e\u003c\/li\u003e\n\u003cli\u003e\u003ci\u003eDescribe the course structure and how it aligns with Course 1360\u003c\/i\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eTransforming Data with Azure AI\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\u003ci\u003eDescribe power Query Ai Capabilities\u003c\/i\u003e\u003c\/li\u003e\n\u003cli\u003e\n\u003ci\u003eUtilize Azure AI for:\u003c\/i\u003e\n\u003cul\u003e\n\u003cli\u003e\u003ci\u003eText Analysis\u003c\/i\u003e\u003c\/li\u003e\n\u003cli\u003e\u003ci\u003eImage tagging\u003c\/i\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\u003ci\u003eDiscuss Aure Machine Learning\u003c\/i\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eEnhancing Your Data Model with Copilot\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\u003ci\u003eCopilot and Power BI Semantic Model requirements\u003c\/i\u003e\u003c\/li\u003e\n\u003cli\u003e\u003ci\u003eWorking with DAX Query View and Copilot\u003c\/i\u003e\u003c\/li\u003e\n\u003cli\u003e\u003ci\u003eCreating DAX Measures and Queries using Copilot\u003c\/i\u003e\u003c\/li\u003e\n\u003cli\u003e\u003ci\u003eDocumenting the Semantic Model with Copilot \u003c\/i\u003e\u003c\/li\u003e\n\u003cli\u003e\u003ci\u003eDetailing Semantic Model best practices\u003c\/i\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eVisualizing Your Data using Copilot\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\u003ci\u003eCreating Reports with Copilot\u003c\/i\u003e\u003c\/li\u003e\n\u003cli\u003e\u003ci\u003eWorking with the existing AI Visuals\u003c\/i\u003e\u003c\/li\u003e\n\u003cli\u003e\u003ci\u003eCreating synonyms for Q\u0026amp;A and Copilot prompts\u003c\/i\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eThe Power BI Service using Azure AI and Copilot\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\u003ci\u003eExploring Standalone Copilot in the Power BI Service\u003c\/i\u003e\u003c\/li\u003e\n\u003cli\u003e\u003ci\u003eWorking with Integrated Copilot in the Power BI Service\u003c\/i\u003e\u003c\/li\u003e\n\u003cli\u003e\u003ci\u003e Explore Integrated Copilot and the Semantic Model\u003c\/i\u003e\u003c\/li\u003e\n\u003cli\u003e\u003ci\u003eCreate summaries of data and summarize key insights\u003c\/i\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003eCourse Summary\u003c\/p\u003e\n\u003c\/div\u003e","brand":"Learning Tree","offers":[{"title":"269C65US \/ 2026-09-28T09:00:00 \/ Online","offer_id":44137973842100,"sku":"US-1367-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"26BC21US \/ 2026-11-16T09:00:00 \/ Online","offer_id":44137973874868,"sku":"US-1367-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"271C12US \/ 2027-01-04T09:00:00 \/ Online","offer_id":44137973907636,"sku":"US-1367-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"272B42US \/ 2027-02-16T09:00:00 \/ Online","offer_id":44145657774260,"sku":"US-1367-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"273B64US \/ 2027-03-30T09:00:00 \/ Online","offer_id":44172655755444,"sku":"US-1367-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"275C01US \/ 2027-05-17T09:00:00 \/ Online","offer_id":44226628190388,"sku":"US-1367-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"276B85US \/ 2027-06-30T09:00:00 \/ Online","offer_id":44256270221492,"sku":"US-1367-IL","price":644.0,"currency_code":"USD","in_stock":true}]},{"product_id":"work-smarter-with-copilot-in-microsoft-fabric-dp-3029","title":"Work Smarter with Copilot in Microsoft Fabric (DP-3029)","description":"\u003cdiv\u003e\n\u003cp\u003eUnlock the power of AI in your data workflows with Copilot in Microsoft Fabric. This learning path equips data analysts, engineers, and scientists with the skills to integrate, transform, store, and visualize data more effectively using AI-driven tools. You’ll discover how Copilot accelerates tasks across Fabric components—from Data Factory and Data Engineering to Power BI and Data Warehouse—helping you streamline processes, improve productivity, and deliver insights faster.\u003c\/p\u003e\r\n\u003cp\u003eNo matter if you’re building data pipelines, refining SQL queries, or creating business reports, Copilot acts as your intelligent partner to simplify complexity and amplify results.\u003c\/p\u003e\n\u003c\/div\u003e\u003cdiv\u003e\n\u003ch3\u003eWork Smarter with Copilot in Microsoft Fabric (DP-3029) Benefits\u003c\/h3\u003e\n\u003cul\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003eIn this course, you will:\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eBoost productivity by automating repetitive coding, modeling, and reporting tasks with AI assistance.\u003c\/li\u003e\n\u003cli\u003eStreamline workflows across Fabric services such as Data Engineering, Power BI, Data Warehouse, and Real-Time Intelligence.\u003c\/li\u003e\n\u003cli\u003eEnhance decision-making by creating AI-powered reports and insights through natural language interactions.\u003c\/li\u003e\n\u003cli\u003eStrengthen governance with built-in tools for configuring, scaling, and monitoring Copilot usage.\u003c\/li\u003e\n\u003cli\u003eStay future-ready by mastering data agents and secure conversational access to enterprise data.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003cli\u003e\n\u003cp\u003e\u003cstrong\u003ePrerequisites\u003c\/strong\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003eYou should be familiar with basic data concepts and terminology, including data engineering, data modeling, and analysis.Exam Information\u003c\/li\u003e\n\u003cli\u003eBasic understanding of SQL and dataflows is helpful, but Copilot simplifies many technical tasks, making this course accessible even if you’re not an advanced programmer.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e\u003cdiv\u003e\u003ch3\u003e Copilot in Fabric Course Outline\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv\u003e\n\u003ch4\u003eLearning Objectives\u003c\/h4\u003e\n\u003cp\u003e\u003cb\u003eModule 1: Introduction to Copilot in Microsoft Fabric\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eExplore Copilot’s role across Data Factory, Data Engineering, Data Warehouse, Power BI, Real-Time Intelligence, SQL, and data agents.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eModule 2: Get Started with Copilot for Data Engineering\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eUse Copilot in Dataflow Gen2, pipelines, and notebooks.\u003c\/li\u003e\n\u003cli\u003eAnalyze and orchestrate data with AI-assisted Spark code.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eModule 3: Get Started with Copilot for Data Warehouse\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eGenerate and refine T-SQL using AI completions and chat.\u003c\/li\u003e\n\u003cli\u003eApply best practices and quick actions for warehouse analytics.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eModule 4: Get Started with Copilot in Power BI\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003ePrepare and model data with Copilot.\u003c\/li\u003e\n\u003cli\u003eBuild interactive reports and leverage natural language queries.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eModule 5: Implement Microsoft Fabric Data Agents\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eDesign and configure data agents for conversational data access.\u003c\/li\u003e\n\u003cli\u003eIntegrate with Azure AI Foundry and Power BI for secure Q\u0026amp;A.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp\u003e\u003cb\u003eModule 6: Manage Copilot in Microsoft Fabric\u003c\/b\u003e\u003c\/p\u003e\n\u003cul type=\"disc\"\u003e\n\u003cli\u003eLearn Copilot architecture, governance, and consumption models.\u003c\/li\u003e\n\u003cli\u003eConfigure tenant settings and scale rollout cost-effectively.\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003c\/div\u003e","brand":"Microsoft","offers":[{"title":"26AA07CN \/ 2026-10-05T09:00:00 \/ Online","offer_id":44137973940404,"sku":"US-8765-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"26BA63US \/ 2026-11-25T09:00:00 \/ Online","offer_id":44137973973172,"sku":"US-8765-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"271A13CN \/ 2027-01-05T09:00:00 \/ Online","offer_id":44137974005940,"sku":"US-8765-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"272A44US \/ 2027-02-26T09:00:00 \/ Online","offer_id":44152990335156,"sku":"US-8765-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"274A12CN \/ 2027-04-06T09:00:00 \/ Online","offer_id":44175493005492,"sku":"US-8765-IL","price":644.0,"currency_code":"USD","in_stock":true},{"title":"275A53US \/ 2027-05-26T09:00:00 \/ Online","offer_id":44236213190836,"sku":"US-8765-IL","price":644.0,"currency_code":"USD","in_stock":true}]}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0055\/6974\/0913\/collections\/FVkqWkadTmKVd4J1LWdg_dc7e35f8-b931-4110-8063-07e72a0a91c2.webp?v=1787215353","url":"https:\/\/learningtreeinternationalbah.myshopify.com\/collections\/artificial-intelligence.oembed?page=3","provider":"Learning Tree International","version":"1.0","type":"link"}