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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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From pretrained model to helpful assistant

From pretrained model to helpful assistant

Learn how instruction tuning, preference training and system prompts turn a predictor into an assistantAdvancedHow language models work4.5(2)51 lessonsSampleBastian Weber$9 Sequencing an AI Roadmap Over a Year

Sequencing an AI Roadmap Over a Year

Order AI projects so early ones build the skills, data and trust that later ones needAll levelsAI for business4.3(3)51 lessonsSampleSofia Brandt$6 Incident response for ML systems

Incident response for ML systems

Detect, contain and learn from ML failures, from silent quality drops to harmful outputsAll levelsMLOps and deployment4.7(3)51 lessonsSampleMalik Brennan$7 Optimisation Basics for ML

Optimisation Basics for ML

Understand momentum, adaptive methods, schedules and the shape of loss landscapesAdvancedMath for AI4.7(3)50 lessonsSampleLeandro Ferraz$11 Learning Maths With an AI Tutor Without Cheating Yourself

Learning Maths With an AI Tutor Without Cheating Yourself

Use AI for hints, explanations and practice in maths while you do the thinking and check every answer.All levelsAI for research and study4.7(3)49 lessonsSampleChidi Nwosu$5 Red Teaming and Prompt Injection Testing

Red Teaming and Prompt Injection Testing

Test your LLM app against jailbreaks, prompt injection and data leaks with a repeatable attack suite.AdvancedEvaluation and testing4.7(3)49 lessonsSampleGonzalo Ibarra$12 Moderation, Refusals and Safe Responses

Moderation, Refusals and Safe Responses

Design how your LLM app handles harmful requests, refusals and sensitive topics, without blocking normal users.All levelsBuilding with LLM APIs4.3(3)49 lessonsSampleGreta Lindqvist$5 Prompt Injection Defences for LLM Apps

Prompt Injection Defences for LLM Apps

Design LLM apps that stay safe when users, documents, web pages or tool results contain hostile instructions.AdvancedBuilding with LLM APIs4.7(3)49 lessonsSampleGreta Lindqvist$12 The attention formula, step by step

The attention formula, step by step

Work through queries, keys, values and softmax by hand until the transformer equation makes senseAdvancedHow language models work4.5(2)48 lessonsSampleBastian Weber$9 Image AI for Artists Worried About Their Craft

Image AI for Artists Worried About Their Craft

A calm, honest look at image AI for artists: facts, choices and protecting your workAll levelsAI for design4.7(3)47 lessonsSamplePilar RestrepoFree Prompting Across Models: Adapting When You Switch

Prompting Across Models: Adapting When You Switch

Keep your prompts working when you change assistants, models or when a model is updated.AdvancedChatGPT and Claude at work4.5(2)47 lessonsSampleDarius Feld$9 Summarisation systems and their failure modes

Summarisation systems and their failure modes

Build and judge summaries that stay faithful to the source, from short notes to long reportsAll levelsNLP4.7(3)46 lessonsSampleMateo Rojas$6