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657 tutors in 31 topics, built by 75 teachers. Each one follows a lesson plan its teacher wrote.

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Foundations 89

All Foundations89 AI basics25 How language models work23 AI safety and ethics49

Everyday AI 91

All Everyday AI91 Prompting20 ChatGPT and Claude at work25 AI for writing29 AI for research and study33

Building with AI 162

All Building with AI162 Python for AI21 Building with LLM APIs30 RAG and search21 Evaluation and testing21 AI agents31 AI automation25 AI coding assistants30

Machine learning 149

All Machine learning149 Machine learning35 Data science and statistics30 Math for AI23 Deep learning28 NLP14 Computer vision14 Fine tuning and training12 MLOps and deployment18

Creative AI 77

All Creative AI77 Image and video AI58 Audio and voice AI12 AI for design33

AI at work 145

All AI at work145 AI for business34 AI for marketing and sales23 AI for product and operations28 AI for education28 AI for professionals29 AI careers18

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AI Risk and Compliance in Broad Terms

AI Risk and Compliance in Broad Terms

Map the main risks of business AI use and know which questions to take to your legal and compliance teamAll levelsAI for business4.0(3)66 lessonsSampleTariq Haddad$6 Context windows and why chats forget

Context windows and why chats forget

Understand a model's working memory and how to keep long conversations on trackBeginnerHow language models work4.7(3)66 lessonsSampleBastian Weber$4 Attention mechanisms, step by step

Attention mechanisms, step by step

Compute attention by hand, then understand masks, heads, KV caching and efficient variantsIntermediateDeep learning4.3(4)66 lessonsSampleNikolai Sorin$8 LoRA and parameter efficient fine tuning

LoRA and parameter efficient fine tuning

Fine tune large models on modest hardware by training small low rank adapters instead of every weightIntermediateFine tuning and training4.7(3)66 lessonsSampleNeha Varadan$9 Rethinking University Assessment for AI

Rethinking University Assessment for AI

Redesign module assessments so grades reflect student learning when AI assistants are everywhereAdvancedAI for education4.7(3)66 lessonsSampleValentin Moreau$12 Debugging neural network training

Debugging neural network training

A systematic method for finding why a model will not train, diverges or quietly underperformsAdvancedDeep learning4.5(4)66 lessonsSampleNikolai Sorin$10 Podcast Production with AI Tools

Podcast Production with AI Tools

Record, clean, edit and publish a podcast faster, with AI handling the tedious partsBeginnerAudio and voice AI4.5(4)66 lessonsSamplePavel Novak$5 Set Up Python for AI Work

Set Up Python for AI Work

Get a clean, repeatable Python setup on your own machine, with no mystery errors about missing packages.BeginnerPython for AI4.7(3)66 lessonsSampleEfua MensahFree Confidence Intervals, Clearly

Confidence Intervals, Clearly

Build, read and explain confidence intervals without the usual misunderstandingsIntermediateData science and statistics4.3(3)66 lessonsSampleLina Khoury$6 RAG Explained for Non Engineers

RAG Explained for Non Engineers

Understand how AI assistants answer from company documents, what can go wrong and what to ask your team.All levelsRAG and search4.7(3)66 lessonsSampleEmeka NwosuFree Your First LLM API Request

Your First LLM API Request

Send your first request to a language model API from code, read the reply and understand every field.BeginnerBuilding with LLM APIs4.7(3)66 lessonsSampleGabriela SousaFree Command Line Basics with an AI Helper

Command Line Basics with an AI Helper

Get comfortable in the terminal by learning core commands, with an assistant explaining every oneBeginnerAI coding assistants4.7(3)66 lessonsSampleJoanna Kowalczyk$3