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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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657 tutors

Open versus closed models, explained fairly

Open versus closed models, explained fairly

Understand open weights, open source and closed APIs, and how to choose between themAll levelsHow language models work4.3(3)62 lessonsSampleBenedict Asante$5 Map Your Process Before You Automate

Map Your Process Before You Automate

Draw how the work really happens so you automate the right steps and not the messBeginnerAI automation4.7(3)62 lessonsSampleIsabela DuarteFree Time Series Forecasting Basics

Time Series Forecasting Basics

Forecast demand, traffic or sales with honest baselines, proper backtests and useful intervalsIntermediateData science and statistics4.3(3)62 lessonsSampleKenta Arai$8 Derivatives and Gradients from Scratch

Derivatives and Gradients from Scratch

Understand rates of change, derivatives and gradients as the compass that guides learningBeginnerMath for AI4.7(3)62 lessonsSampleLeandro Ferraz$4 Unit Tests for Python AI Code

Unit Tests for Python AI Code

Test the deterministic parts of LLM apps properly, with fake model clients instead of flaky live calls.IntermediateEvaluation and testing4.3(3)61 lessonsSampleFelix Brandt$6 Debugging with an AI Assistant

Debugging with an AI Assistant

Find and fix bugs faster by giving an assistant the right evidence and testing its theories one at a timeBeginnerAI coding assistants4.7(3)61 lessonsSampleJude Mensah$4 SQL Window Functions and Cohorts

SQL Window Functions and Cohorts

Rank, compare and track users over time with window functions and clean CTEsIntermediateData science and statistics4.7(3)61 lessonsSampleLin Zhao$6 Agent Failure Modes and How to Spot Them

Agent Failure Modes and How to Spot Them

Learn the common ways AI agents go wrong so you can recognise them early and respond calmlyBeginnerAI agents4.7(3)61 lessonsSampleIngrid Solberg$4 Reference Images and Visual Consistency

Reference Images and Visual Consistency

Use reference images to keep colour, style and layout steady across a setIntermediateImage and video AI4.7(3)61 lessonsSampleOriana Velasco$7 Music Generation and Its Copyright Questions

Music Generation and Its Copyright Questions

Make music with AI tools and understand the rights, licences and risks in plain termsAll levelsAudio and voice AI4.0(3)61 lessonsSamplePavel Novak$4 AI for Social Workers: Notes, Letters and Judgement

AI for Social Workers: Notes, Letters and Judgement

Save time on recording and letters with AI while protecting people's privacy and your professional judgementBeginnerAI for professionals4.7(3)61 lessonsSampleXavier Lindgren$5 Vision language models: what they see

Vision language models: what they see

Know how AI models read images, what they get right and wrong, and how to check their answersAll levelsComputer vision4.7(3)61 lessonsSampleNoor Siddiqui$6