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intermediatePremiumWatch the first lesson freeTechnical AI
Choose, Train and Tune the Right Machine Learning AlgorithmFor data scientists, ML engineers, developers and analysts who write basic Python.
intermediatePremiumWatch the first lesson freeAI Literacy
Intelligent Management Reporting with AIProduce the monthly management pack faster with AI while keeping it reconciled, defined and signed off: clean data, a KPI dictionary, commentary with a claims ledger, tested summaries, governance, and AI for reconciliation, payables, journals and finance risk.
intermediatePremiumWatch the first lesson freeAI for Business
AI-Powered Data Storytelling for Business LeadersTurn business data into a clear, honest story that leaders act on: frame it, use free AI tools to find and check the pattern, draw honest charts and dashboards, write answer first, and keep a record of what was checked.
intermediatePremiumWatch the first lesson freeAI Literacy
AI-Powered Budgeting and Financial ForecastingPrepare history you can forecast from, build driver-based budgets, back-test forecasts against a baseline, report them as ranges, run scenarios and govern the pack, using AI only where it helps.
intermediatePremiumWatch the first lesson freeTechnical AI
Machine Learning with Python: Build, Evaluate and Deploy ModelsTake a business problem from raw data to a deployed, monitored model with scikit-learn.
foundationalPremiumWatch the first lesson freeTechnical AI
Python for Data and AI: Clean, Explore, Chart and Model DataUse Python’s core data libraries to turn a messy business dataset into charts, findings and a first working model.
intermediatePremiumWatch the first lesson freeAI for Business
AI for Analytics and Business Insights: Ask, Verify, DecideDefine your metrics, ask data questions of a table, verify every answer with golden questions, forecast with a named method, and finish with a dashboard and a decision memo that names the owner of each number.
advancedPremiumWatch the first lesson freeTechnical AI
Using AI to Grade AI (LLM-as-Judge)For data analysts and ML engineers who already call an LLM API and know eval basics.
Matching modules
128 modules- Module 1Welcomein AI Basics for Work · 1 lessonai-for-leadersai-for-data-analystsprompt-engineeringcontext-ragresponsible-aiquickfoundational
- Module 2Core termsin AI Basics for Work · 3 lessonsai-for-leadersai-for-data-analystsprompt-engineeringcontext-ragresponsible-aiquickfoundational
- Module 3Judging outputin AI Basics for Work · 3 lessonsai-for-leadersai-for-data-analystsprompt-engineeringcontext-ragresponsible-aiquickfoundational
- Module 4Agents and datain AI Basics for Work · 3 lessonsai-for-leadersai-for-data-analystsprompt-engineeringcontext-ragresponsible-aiquickfoundational
- Module 5Good practicein AI Basics for Work · 3 lessonsai-for-leadersai-for-data-analystsprompt-engineeringcontext-ragresponsible-aiquickfoundational
- Module 6Final examin AI Basics for Work · 1 lessonAssessment or resources — shown for this course's subjects: ai-for-leaders · ai-for-data-analysts · prompt-engineering · context-rag · responsible-ai · quick · foundational
- Module 1Start herein AI Fluency: Quick Wins with AI · 1 lessonai-for-marketersai-for-data-analystsprompt-engineeringresponsible-aiworkflowsquickfoundational
- Module 2Set upin AI Fluency: Quick Wins with AI · 3 lessonsai-for-marketersai-for-data-analystsprompt-engineeringresponsible-aiworkflowsquickfoundational
- Module 3Writein AI Fluency: Quick Wins with AI · 3 lessonsai-for-marketersai-for-data-analystsprompt-engineeringresponsible-aiworkflowsquickfoundational
- Module 4Readin AI Fluency: Quick Wins with AI · 3 lessonsai-for-marketersai-for-data-analystsprompt-engineeringresponsible-aiworkflowsquickfoundational
- Module 5Trustin AI Fluency: Quick Wins with AI · 4 lessonsai-for-marketersai-for-data-analystsprompt-engineeringresponsible-aiworkflowsquickfoundational
- Module 6Finalin AI Fluency: Quick Wins with AI · 1 lessonAssessment or resources — shown for this course's subjects: ai-for-marketers · ai-for-data-analysts · prompt-engineering · responsible-ai · workflows · quick · foundational
- Module 1Welcomein AI for Analytics and Business Insights: Ask, Verify, Decide · 1 lessonai-for-leadersai-for-data-analystsai-evalsworkflowsstandardintermediate
- Module 2The big picturein AI for Analytics and Business Insights: Ask, Verify, Decide · 4 lessonsai-for-leadersai-for-data-analystsai-evalsworkflowsstandardintermediate
- Module 3Data and definitionsin AI for Analytics and Business Insights: Ask, Verify, Decide · 4 lessonsai-for-leadersai-for-data-analystsai-evalsworkflowsstandardintermediate
- Module 4Ask and verifyin AI for Analytics and Business Insights: Ask, Verify, Decide · 5 lessonsai-for-leadersai-for-data-analystsai-evalsworkflowsstandardintermediate
- Module 5Forecasts and scenariosin AI for Analytics and Business Insights: Ask, Verify, Decide · 4 lessonsai-for-leadersai-for-data-analystsai-evalsworkflowsstandardintermediate
- Module 6Dashboards and decisionsin AI for Analytics and Business Insights: Ask, Verify, Decide · 4 lessonsai-for-leadersai-for-data-analystsai-evalsworkflowsstandardintermediate
- Module 7Governance and capstonein AI for Analytics and Business Insights: Ask, Verify, Decide · 7 lessonsai-for-leadersai-for-data-analystsai-evalsresponsible-aiworkflowsstandardintermediate
- Module 8Final assessmentin AI for Analytics and Business Insights: Ask, Verify, Decide · 1 lessonAssessment or resources — shown for this course's subjects: ai-for-leaders · ai-for-data-analysts · ai-evals · responsible-ai · workflows · standard · intermediate
- Module 1Start herein AI for Manufacturing Leaders · 1 lessonai-for-leadersai-for-data-analystsmcp-integrationsresponsible-aiworkflowsquickintermediate
- Module 2AI readiness and strategic leadershipin AI for Manufacturing Leaders · 7 lessonsai-for-leadersai-for-data-analystsmcp-integrationsresponsible-aiworkflowsquickintermediate
- Module 3Operational intelligence and integrationin AI for Manufacturing Leaders · 6 lessonsai-for-leadersai-for-data-analystsmcp-integrationsresponsible-aiworkflowsquickintermediate
- Module 4Technical deployment and capstonein AI for Manufacturing Leaders · 5 lessonsai-for-leadersai-for-data-analystsmcp-integrationsresponsible-aiworkflowsquickintermediate
- Module 5Final assessmentin AI for Manufacturing Leaders · 1 lessonAssessment or resources — shown for this course's subjects: ai-for-leaders · ai-for-data-analysts · mcp-integrations · responsible-ai · workflows · quick · intermediate
- Module 1Start herein AI in Healthcare and Insurance · 1 lessonai-for-leadersai-for-data-analystsprompt-engineeringresponsible-aiworkflowsquickfoundational
- Module 2Copilot foundations and regulated workflowsin AI in Healthcare and Insurance · 6 lessonsai-for-leadersai-for-data-analystsprompt-engineeringresponsible-aiworkflowsquickfoundational
- Module 3Compliance, privacy and governancein AI in Healthcare and Insurance · 6 lessonsai-for-leadersai-for-data-analystsprompt-engineeringresponsible-aiworkflowsquickfoundational
- Module 4Tools, adoption and workflow designin AI in Healthcare and Insurance · 6 lessonsai-for-leadersai-for-data-analystsprompt-engineeringresponsible-aiworkflowsquickfoundational
- Module 5Final assessmentin AI in Healthcare and Insurance · 1 lessonAssessment or resources — shown for this course's subjects: ai-for-leaders · ai-for-data-analysts · prompt-engineering · responsible-ai · workflows · quick · foundational
- Module 1Welcomein AI-Powered Budgeting and Financial Forecasting · 1 lessonai-for-data-analystsworkflowsstandardintermediate
- Module 2AI in the planning cyclein AI-Powered Budgeting and Financial Forecasting · 3 lessonsai-for-data-analystsworkflowsstandardintermediate
- Module 3Data you can forecast fromin AI-Powered Budgeting and Financial Forecasting · 3 lessonsai-for-data-analystsworkflowsstandardintermediate
- Module 4Driver-based budgeting and variancein AI-Powered Budgeting and Financial Forecasting · 5 lessonsai-for-data-analystsworkflowsstandardintermediate
- Module 5Forecasting that holds upin AI-Powered Budgeting and Financial Forecasting · 6 lessonsai-for-data-analystsworkflowsstandardintermediate
- Module 6Machine learning and rangesin AI-Powered Budgeting and Financial Forecasting · 4 lessonsai-for-data-analystsworkflowsstandardintermediate
- Module 7Scenarios and cashin AI-Powered Budgeting and Financial Forecasting · 4 lessonsai-for-data-analystsworkflowsstandardintermediate
- Module 8Reporting and governancein AI-Powered Budgeting and Financial Forecasting · 4 lessonsai-for-data-analystsresponsible-aiworkflowsstandardintermediate
- Module 9From model to planin AI-Powered Budgeting and Financial Forecasting · 6 lessonsai-for-data-analystsworkflowsstandardintermediate
- Module 10Final assessmentin AI-Powered Budgeting and Financial Forecasting · 1 lessonAssessment or resources — shown for this course's subjects: ai-for-data-analysts · responsible-ai · workflows · standard · intermediate
- Module 1Welcomein AI-Powered Data Storytelling for Business Leaders · 1 lessonai-for-leadersai-for-data-analystsworkflowsstandardintermediate
- Module 2Why a chart is not a storyin AI-Powered Data Storytelling for Business Leaders · 4 lessonsai-for-leadersai-for-data-analystsworkflowsstandardintermediate
- Module 3Using AI to find and check the patternin AI-Powered Data Storytelling for Business Leaders · 4 lessonsai-for-leadersai-for-data-analystsworkflowsstandardintermediate
- Module 4Choosing and drawing honest visualsin AI-Powered Data Storytelling for Business Leaders · 6 lessonsai-for-leadersai-for-data-analystsworkflowsstandardintermediate
- Module 5Dashboards and KPIs for executivesin AI-Powered Data Storytelling for Business Leaders · 4 lessonsai-for-leadersai-for-data-analystsworkflowsstandardintermediate
- Module 6Building the narrativein AI-Powered Data Storytelling for Business Leaders · 4 lessonsai-for-leadersai-for-data-analystsworkflowsstandardintermediate
- Module 7AI commentary and influencein AI-Powered Data Storytelling for Business Leaders · 4 lessonsai-for-leadersai-for-data-analystsworkflowsstandardintermediate
- Module 8Ethics, governance and real storiesin AI-Powered Data Storytelling for Business Leaders · 4 lessonsai-for-leadersai-for-data-analystsresponsible-aiworkflowsstandardintermediate
- Module 9Capstone labin AI-Powered Data Storytelling for Business Leaders · 2 lessonsai-for-leadersai-for-data-analystsworkflowsstandardintermediate
- Module 10Final assessmentin AI-Powered Data Storytelling for Business Leaders · 1 lessonAssessment or resources — shown for this course's subjects: ai-for-leaders · ai-for-data-analysts · responsible-ai · workflows · standard · intermediate
- Module 1Welcomein Ask AI About Your Own Documents (RAG) · 1 lessonai-for-engineersai-for-data-analystscontext-ragai-evalsquickintermediate
- Module 2Prepare the documentsin Ask AI About Your Own Documents (RAG) · 4 lessonsai-for-engineersai-for-data-analystscontext-ragai-evalsquickintermediate
- Module 3Store and retrievein Ask AI About Your Own Documents (RAG) · 3 lessonsai-for-engineersai-for-data-analystscontext-ragai-evalsquickintermediate
- Module 4Answer and measurein Ask AI About Your Own Documents (RAG) · 3 lessonsai-for-engineersai-for-data-analystscontext-ragai-evalsquickintermediate
- Module 5Diagnose and improvein Ask AI About Your Own Documents (RAG) · 5 lessonsai-for-engineersai-for-data-analystscontext-ragai-evalsquickintermediate
- Module 6Final examin Ask AI About Your Own Documents (RAG) · 1 lessonAssessment or resources — shown for this course's subjects: ai-for-engineers · ai-for-data-analysts · context-rag · ai-evals · quick · intermediate
- Module 1Welcomein Build Trusted Power BI Reports with Copilot · 1 lessonai-for-data-analystsworkflowsquickfoundational
- Module 2Power BI and where Copilot fitsin Build Trusted Power BI Reports with Copilot · 2 lessonsai-for-data-analystsworkflowsquickfoundational
- Module 3Get the data in and shape itin Build Trusted Power BI Reports with Copilot · 3 lessonsai-for-data-analystsworkflowsquickfoundational
- Module 4DAX you can checkin Build Trusted Power BI Reports with Copilot · 4 lessonsai-for-data-analystsworkflowsquickfoundational
- Module 5Reports people can usein Build Trusted Power BI Reports with Copilot · 4 lessonsai-for-data-analystsworkflowsquickfoundational
- Module 6Copilot in Power BIin Build Trusted Power BI Reports with Copilot · 6 lessonsai-for-data-analystsworkflowsquickfoundational
- Module 7AI visuals and the storyin Build Trusted Power BI Reports with Copilot · 2 lessonsai-for-data-analystsworkflowsquickfoundational
- Module 8Share, secure and governin Build Trusted Power BI Reports with Copilot · 4 lessonsai-for-data-analystsresponsible-aiworkflowsquickfoundational
- Module 9Performance and the capstonein Build Trusted Power BI Reports with Copilot · 4 lessonsai-for-data-analystsworkflowsquickfoundational
- Module 10Final assessmentin Build Trusted Power BI Reports with Copilot · 1 lessonAssessment or resources — shown for this course's subjects: ai-for-data-analysts · responsible-ai · workflows · quick · foundational
- Module 1Start herein Choose, Train and Tune the Right Machine Learning Algorithm · 1 lessonai-for-engineersai-for-data-analystsworkflowsstandardintermediate
- Module 2Foundationsin Choose, Train and Tune the Right Machine Learning Algorithm · 2 lessonsai-for-engineersai-for-data-analystsworkflowsstandardintermediate
- Module 3Supervised learningin Choose, Train and Tune the Right Machine Learning Algorithm · 4 lessonsai-for-engineersai-for-data-analystsworkflowsstandardintermediate
- Module 4Ensemble learningin Choose, Train and Tune the Right Machine Learning Algorithm · 4 lessonsai-for-engineersai-for-data-analystsworkflowsstandardintermediate
- Module 5Unsupervised learningin Choose, Train and Tune the Right Machine Learning Algorithm · 2 lessonsai-for-engineersai-for-data-analystsworkflowsstandardintermediate
- Module 6Features and datain Choose, Train and Tune the Right Machine Learning Algorithm · 3 lessonsai-for-engineersai-for-data-analystsworkflowsstandardintermediate
- Module 7Evaluation and tuningin Choose, Train and Tune the Right Machine Learning Algorithm · 4 lessonsai-for-engineersai-for-data-analystsworkflowsstandardintermediate
- Module 8Deep learningin Choose, Train and Tune the Right Machine Learning Algorithm · 4 lessonsai-for-engineersai-for-data-analystsworkflowsstandardintermediate
- Module 9Specialised problemsin Choose, Train and Tune the Right Machine Learning Algorithm · 4 lessonsai-for-engineersai-for-data-analystsworkflowsstandardintermediate
- Module 10Deployment and MLOpsin Choose, Train and Tune the Right Machine Learning Algorithm · 5 lessonsai-for-engineersai-for-data-analystsworkflowsstandardintermediate
- Module 11Final examin Choose, Train and Tune the Right Machine Learning Algorithm · 1 lessonAssessment or resources — shown for this course's subjects: ai-for-engineers · ai-for-data-analysts · workflows · standard · intermediate
- Module 1Welcomein Claude Code for Non-Developers · 1 lessonai-for-marketersai-for-data-analystsclaude-codequickfoundational
- Module 2Start safelyin Claude Code for Non-Developers · 3 lessonsai-for-marketersai-for-data-analystsclaude-codequickfoundational
- Module 3Understand a scriptin Claude Code for Non-Developers · 3 lessonsai-for-marketersai-for-data-analystsclaude-codequickfoundational
- Module 4Stay in controlin Claude Code for Non-Developers · 5 lessonsai-for-marketersai-for-data-analystsclaude-codequickfoundational
- Module 5Final examin Claude Code for Non-Developers · 1 lessonAssessment or resources — shown for this course's subjects: ai-for-marketers · ai-for-data-analysts · claude-code · quick · foundational
- Module 1Welcomein Intelligent Management Reporting with AI · 1 lessonai-for-data-analystsworkflowsstandardintermediate
- Module 2The pack as a processin Intelligent Management Reporting with AI · 4 lessonsai-for-data-analystsworkflowsstandardintermediate
- Module 3Getting the data in and cleanin Intelligent Management Reporting with AI · 3 lessonsai-for-data-analystsworkflowsstandardintermediate
- Module 4KPIs and metric definitionsin Intelligent Management Reporting with AI · 4 lessonsai-for-data-analystsworkflowsstandardintermediate
- Module 5Building and delivering the packin Intelligent Management Reporting with AI · 3 lessonsai-for-data-analystsworkflowsstandardintermediate
- Module 6AI commentary and insightin Intelligent Management Reporting with AI · 6 lessonsai-for-data-analystsworkflowsstandardintermediate
- Module 7Controls, accuracy and governancein Intelligent Management Reporting with AI · 5 lessonsai-for-data-analystsresponsible-aistandardintermediate
- Module 8Finance operations and riskin Intelligent Management Reporting with AI · 7 lessonsai-for-data-analystsresponsible-aistandardintermediate
- Module 9Capstone: the reporting control packin Intelligent Management Reporting with AI · 2 lessonsai-for-data-analystsworkflowsstandardintermediate
- Module 10Final assessmentin Intelligent Management Reporting with AI · 1 lessonAssessment or resources — shown for this course's subjects: ai-for-data-analysts · responsible-ai · workflows · standard · intermediate
- Module 1Start herein Machine Learning with Python: Build, Evaluate and Deploy Models · 1 lessonai-for-engineersai-for-data-analystsworkflowsstandardintermediate
- Module 2Python and data preparationin Machine Learning with Python: Build, Evaluate and Deploy Models · 5 lessonsai-for-engineersai-for-data-analystsworkflowsstandardintermediate
- Module 3Feature engineeringin Machine Learning with Python: Build, Evaluate and Deploy Models · 3 lessonsai-for-engineersai-for-data-analystsworkflowsstandardintermediate
- Module 4Supervised learningin Machine Learning with Python: Build, Evaluate and Deploy Models · 5 lessonsai-for-engineersai-for-data-analystsworkflowsstandardintermediate
- Module 5Advanced supervised learningin Machine Learning with Python: Build, Evaluate and Deploy Models · 4 lessonsai-for-engineersai-for-data-analystsworkflowsstandardintermediate
- Module 6Unsupervised learningin Machine Learning with Python: Build, Evaluate and Deploy Models · 3 lessonsai-for-engineersai-for-data-analystsworkflowsstandardintermediate
- Module 7Evaluation and tuningin Machine Learning with Python: Build, Evaluate and Deploy Models · 3 lessonsai-for-engineersai-for-data-analystsworkflowsstandardintermediate
- Module 8Pipelines and trackingin Machine Learning with Python: Build, Evaluate and Deploy Models · 3 lessonsai-for-engineersai-for-data-analystsworkflowsstandardintermediate
- Module 9Deployment and MLOpsin Machine Learning with Python: Build, Evaluate and Deploy Models · 6 lessonsai-for-engineersai-for-data-analystsworkflowsstandardintermediate
- Module 10Final examin Machine Learning with Python: Build, Evaluate and Deploy Models · 1 lessonAssessment or resources — shown for this course's subjects: ai-for-engineers · ai-for-data-analysts · workflows · standard · intermediate
- Module 1Start herein Microsoft Copilot and Generative AI Tools · 1 lessonai-for-leadersai-for-data-analystsprompt-engineeringresponsible-aiworkflowsquickfoundational
- Module 2Foundations of generative AI and Copilotin Microsoft Copilot and Generative AI Tools · 5 lessonsai-for-leadersai-for-data-analystsprompt-engineeringresponsible-aiworkflowsquickfoundational
- Module 3Copilot across Word, Excel, and PowerPointin Microsoft Copilot and Generative AI Tools · 7 lessonsai-for-leadersai-for-data-analystsprompt-engineeringresponsible-aiworkflowsquickfoundational
- Module 4Advanced prompting, tool strategy, and governancein Microsoft Copilot and Generative AI Tools · 6 lessonsai-for-leadersai-for-data-analystsprompt-engineeringresponsible-aiworkflowsquickfoundational
- Module 5Final assessmentin Microsoft Copilot and Generative AI Tools · 1 lessonAssessment or resources — shown for this course's subjects: ai-for-leaders · ai-for-data-analysts · prompt-engineering · responsible-ai · workflows · quick · foundational
- Module 1Welcomein Prompting Claude Fable 5.1 · 1 lessonai-for-marketersai-for-data-analystsprompt-engineeringquickfoundational
- Module 2Write a clear promptin Prompting Claude Fable 5.1 · 4 lessonsai-for-marketersai-for-data-analystsprompt-engineeringquickfoundational
- Module 3Reasoning and formatin Prompting Claude Fable 5.1 · 3 lessonsai-for-marketersai-for-data-analystsprompt-engineeringquickfoundational
- Module 4Improve and trustin Prompting Claude Fable 5.1 · 3 lessonsai-for-marketersai-for-data-analystsprompt-engineeringquickfoundational
- Module 5Your prompt kitin Prompting Claude Fable 5.1 · 3 lessonsai-for-marketersai-for-data-analystsprompt-engineeringquickfoundational
- Module 6Final examin Prompting Claude Fable 5.1 · 1 lessonAssessment or resources — shown for this course's subjects: ai-for-marketers · ai-for-data-analysts · prompt-engineering · quick · foundational
- Module 1Start herein Python for Data and AI: Clean, Explore, Chart and Model Data · 1 lessonai-for-data-analystsworkflowsstandardfoundational
- Module 2Python fundamentals for data workin Python for Data and AI: Clean, Explore, Chart and Model Data · 4 lessonsai-for-data-analystsworkflowsstandardfoundational
- Module 3NumPy for scientific computingin Python for Data and AI: Clean, Explore, Chart and Model Data · 2 lessonsai-for-data-analystsworkflowsstandardfoundational
- Module 4pandas for data analysisin Python for Data and AI: Clean, Explore, Chart and Model Data · 5 lessonsai-for-data-analystsworkflowsstandardfoundational
- Module 5Charts and exploratory analysisin Python for Data and AI: Clean, Explore, Chart and Model Data · 4 lessonsai-for-data-analystsworkflowsstandardfoundational
- Module 6Machine learning with scikit-learnin Python for Data and AI: Clean, Explore, Chart and Model Data · 3 lessonsai-for-data-analystsworkflowsstandardfoundational
- Module 7Features, metrics and tuningin Python for Data and AI: Clean, Explore, Chart and Model Data · 4 lessonsai-for-data-analystsworkflowsstandardfoundational
- Module 8Pipelines and generative AI in Pythonin Python for Data and AI: Clean, Explore, Chart and Model Data · 4 lessonsai-for-data-analystsworkflowsstandardfoundational
- Module 9The end-to-end projectin Python for Data and AI: Clean, Explore, Chart and Model Data · 4 lessonsai-for-data-analystsworkflowsstandardfoundational
- Module 10Final examin Python for Data and AI: Clean, Explore, Chart and Model Data · 1 lessonAssessment or resources — shown for this course's subjects: ai-for-data-analysts · workflows · standard · foundational
- Module 1Start herein Using AI to Grade AI (LLM-as-Judge) · 1 lessonai-for-engineersai-for-data-analystsai-evalsquickintermediate
- Module 2Define the judgein Using AI to Grade AI (LLM-as-Judge) · 3 lessonsai-for-engineersai-for-data-analystsai-evalsquickintermediate
- Module 3Trust the judgein Using AI to Grade AI (LLM-as-Judge) · 4 lessonsai-for-engineersai-for-data-analystsai-evalsquickintermediate
- Module 4Keep it honestin Using AI to Grade AI (LLM-as-Judge) · 6 lessonsai-for-engineersai-for-data-analystsai-evalsquickintermediate
- Module 5Final examin Using AI to Grade AI (LLM-as-Judge) · 1 lessonAssessment or resources — shown for this course's subjects: ai-for-engineers · ai-for-data-analysts · ai-evals · quick · intermediate