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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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Why language models make things up

Why language models make things up

Understand the causes of hallucination and build habits that catch it before it costs youAll levelsAI safety and ethics4.4(5)122 lessonsSampleBastian Weber$5 Backpropagation in practice

Backpropagation in practice

Follow gradients through a real network and fix the training bugs that come from misusing themIntermediateDeep learning4.5(4)91 lessonsSampleMira Okafor$7 Writing Requirements for AI Features

Writing Requirements for AI Features

Write product requirements that define good output, failure handling and how you will testIntermediateAI for product and operations4.5(4)89 lessonsSampleSanjana Rao$9 Imbalanced Classes, Handled Carefully

Imbalanced Classes, Handled Carefully

Model rare events like fraud or failures without tricks that quietly backfireIntermediateMachine learning4.5(4)86 lessonsSampleLukas Brenner$7 Fair Hiring: AI in Recruiting Without Bias

Fair Hiring: AI in Recruiting Without Bias

Use AI to write better job ads, structure interviews and screen fairly, with humans making decisionsAll levelsAI for professionals4.3(4)85 lessonsSampleYasmin Farouk$7 Accessible Media with AI: Alt Text, Captions, Description

Accessible Media with AI: Alt Text, Captions, Description

Use AI to draft alt text, captions and audio description, then review them properlyAll levelsAI for design4.7(3)84 lessonsSampleOdile LaurentFree Communicating Results to Non Experts

Communicating Results to Non Experts

Turn analysis into clear sentences, simple charts and decisions people act onAll levelsData science and statistics4.3(4)82 lessonsSampleKojo Amankwah$5 Positioning and Messaging With an AI Sparring Partner

Positioning and Messaging With an AI Sparring Partner

Sharpen what you stand for by making an AI argue with you, then test the result with buyersIntermediateAI for marketing and sales4.3(3)80 lessonsSampleThea Lindqvist$7 Critique and Revise: Making the AI Improve Its Draft

Critique and Revise: Making the AI Improve Its Draft

Use criteria based critique loops to improve drafts, without falling into endless rewrites.IntermediateAI for writing4.3(4)80 lessonsSampleChiara Bellini$6 Running a language model on your own computer

Running a language model on your own computer

Work out what your machine can run, set up a local model, and know what to expect from itIntermediateHow language models work4.3(4)80 lessonsSampleBenedict Asante$7 Feedback and Marking with AI, Carefully

Feedback and Marking with AI, Carefully

Use AI to give feedback that moves learning forward while you keep the marks and the relationshipIntermediateAI for education4.3(4)80 lessonsSampleUma Raghavan$6 Named entity recognition in practice

Named entity recognition in practice

Extract people, places, organisations and custom entities from text, and evaluate the results properlyIntermediateNLP4.7(3)79 lessonsSampleNadia Haddad$7