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Chapter 2: Mathematical Foundations

466 concepts 8 sections Prerequisites: Python & Programming Foundations
Chapter Overview

Linear algebra for ML · Calculus for optimization · Probability & statistics

Sections

1
Mathematical Notation and Preliminaries
20 topics
2
Linear Algebra
102 topics
3
Calculus
61 topics
4
Probability
53 topics
5
Statistics
48 topics
6
Optimization
53 topics
7
Information Theory
11 topics
8
Probability Puzzles and Brain Teasers
77 topics
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