Foundations Section 002

Mathematics for AI

Only the maths you actually need. Explained with pictures first, symbols later.

8 of 8 lessons published Three reading levels on every lesson

Start with “Why AI needs mathematics”

Lessons in order

Work top to bottom. Each lesson assumes the one above it.

  1. Why AI needs mathematics
  2. Linear algebra
  3. Vectors and matrices
  4. Probability
  5. Statistics
  6. Calculus
  7. Derivatives and gradients
  8. Optimization

Paths that use this topic

Become an ML Developer

From zero programming to training and evaluating real models.

10 lessons in order