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Foundations 89
All Foundations89AI basics25How language models work23AI safety and ethics49
Everyday AI 91
All Everyday AI91Prompting20ChatGPT and Claude at work25AI for writing29AI for research and study33
Building with AI 162
All Building with AI162Python for AI21Building with LLM APIs30RAG and search21Evaluation and testing21AI agents31AI automation25AI coding assistants30
Machine learning 149
All Machine learning149Machine learning35Data science and statistics30Math for AI23Deep learning28NLP14Computer vision14Fine tuning and training12MLOps and deployment18
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All Creative AI77Image and video AI58Audio and voice AI12AI for design33
AI at work 145
All AI at work145AI for business34AI for marketing and sales23AI for product and operations28AI for education28AI for professionals29AI careers18
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Async Python for Many API Calls

Async Python for Many API Calls

Run hundreds of model or web API calls concurrently with asyncio, limits, retries and clean results.AdvancedBuilding with LLM APIs4.7(3)41 lessonsSampleFelix Brandt$9How to read a deep learning paper

How to read a deep learning paper

Read papers in passes, find the real claim and judge the evidence behind itAll levelsAI for research and study4.7(3)41 lessonsSampleNikolai Sorin$6When Retrieval Is the Wrong Tool

When Retrieval Is the Wrong Tool

Decide when RAG fits a problem and when a database query, tool call, longer prompt or plain search fits better.All levelsRAG and search4.5(2)40 lessonsSampleFumiko Arai$5Thesis Support: Using AI Within the Rules

Thesis Support: Using AI Within the Rules

Plan, organise and write a thesis or dissertation with AI support that your supervisor and institution accept.AdvancedAI for research and study4.5(2)40 lessonsSampleDelphine Moreau$13Eigenvalues, Eigenvectors and PCA

Eigenvalues, Eigenvectors and PCA

Derive principal component analysis from eigenvectors and use it with full understandingAdvancedMachine learning4.7(3)39 lessonsSampleKatarzyna Wolska$11AI Music Videos: Planning to Final Cut

AI Music Videos: Planning to Final Cut

Turn a song into a planned, beat timed music video using AI footage and editingAll levelsImage and video AI4.5(2)39 lessonsSampleRuth Okafor$6Interpretability: looking inside neural networks

Interpretability: looking inside neural networks

Learn how researchers try to understand what happens inside models, and what we still cannot seeAdvancedAI safety and ethics4.5(2)39 lessonsSampleBao Tran$12Batch Image Production Without Losing Quality

Batch Image Production Without Losing Quality

Produce hundreds of consistent images with templates, automation and real quality checksAdvancedImage and video AI4.5(2)38 lessonsSampleQuentin Adebayo$11Translators and AI: Post Editing with Judgement

Translators and AI: Post Editing with Judgement

Use machine translation and AI well, post edit efficiently and know when to translate from scratchAll levelsAI for professionals4.7(3)38 lessonsSampleZoltan Varga$7Which Maths Do You Need for ML?

Which Maths Do You Need for ML?

Build a realistic maths study plan matched to the kind of AI work you want to doAll levelsMath for AI4.3(3)36 lessonsSampleLeandro Ferraz$5Auditing a model for bias: a hands-on method

Auditing a model for bias: a hands-on method

Run a structured fairness audit with clear metrics, subgroup tests and an honest written reportAdvancedAI safety and ethics4.5(2)36 lessonsSampleAisha Rahman$11Reranking Retrieved Results

Reranking Retrieved Results

Add a reranking stage that puts the truly relevant passages first, within your latency and cost budget.AdvancedRAG and search4.5(2)35 lessonsSampleEmeka Nwosu$10