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Course

Mathematics for AI

The vectors, matrices, calculus, and probability that machine learning runs on.

L1 · BeginnerFoundationalKnown~4 h

What you’ll learn

  • Work with vectors, matrices, and the dot product, and connect them to AI
  • Explain derivatives and gradients and their role in training
  • Reason about probability, information, and entropy as used in machine learning

Module 1. Linear Algebra

Vectors, matrices, and the dot product.

Module 2. Calculus & Probability

Gradients, probability, and information.