Math & Machine Learning Foundations
The Minimum Math for AI: Vectors, Probability, Derivatives
Linear algebra, probability and calculus — only the parts LLMs actually use.
Intermediate 30 min For: Beginners / Researchers ✎ In progress
✎ This lesson is still being written. Below is the planned outline; it is not indexed by search engines yet.
What this lesson will cover
- Vectors, matrices and dot products
- Probability distributions and softmax
- Derivatives and the chain rule
- Cross-entropy and information