Mathematics for Machine Learning
Linear algebra, matrix calculus, probability and information theory as machine learning uses them.
AI-210 Year 2 3 credits 5 lessons planned
Offered by HSM University · Artificial Intelligence
Course content
- 1Vectors, matrices and decompositionsComing
- 2Matrix calculus and gradientsComing
- 3Probability for learningComing
- 4Information theory: entropy and divergenceComing
- 5Convexity and optimization basicsComing
Requirements
Recommended background. You can start any course at any time.
Description
Linear algebra, matrix calculus, probability and information theory as machine learning uses them.
Part of the Science stream, typically taken in year 2.