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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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Math for AI Beginner Clear all

Maths Refresher for Returning Adults

Maths Refresher for Returning Adults

Rebuild the school maths you need for data and AI, calmly and at your own paceBeginnerMath for AI4.7(3)73 lessonsSampleKatarzyna WolskaFree Logs and Exponentials for ML

Logs and Exponentials for ML

Get comfortable with exponents and logarithms, the quiet workhorses of machine learning formulasBeginnerMath for AI4.7(3)69 lessonsSampleLeandro FerrazFree 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 Expected Value and Variance, Gently

Expected Value and Variance, Gently

Understand averages of uncertain outcomes and how much they spread, with dice, games and decisionsBeginnerMath for AI4.3(3)58 lessonsSampleKenta Arai$4 Reading Maths Notation in AI Papers

Reading Maths Notation in AI Papers

Translate the symbols in machine learning papers into plain words and small examplesAll levelsMath for AI4.7(3)55 lessonsSampleKatarzyna Wolska$6 Matrix Multiplication Intuition

Matrix Multiplication Intuition

See matrix multiplication as many dot products and as a transformation of spaceBeginnerMath for AI4.7(3)50 lessonsSampleKatarzyna Wolska$5 Vectors and Matrices for AI

Vectors and Matrices for AI

Understand vectors and matrices as the language AI uses to store and transform dataBeginnerMath for AI4.7(3)43 lessonsSampleKatarzyna Wolska$4 Which 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$5 Dot Products and Similarity

Dot Products and Similarity

Measure how alike two vectors are and see how search and recommendations use itBeginnerMath for AINewKatarzyna Wolska$4 Gradient Descent by Hand

Gradient Descent by Hand

Take gradient descent steps with a pencil and feel how learning rates make or break trainingBeginnerMath for AINewLeandro Ferraz$4