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Probability for ML
02 Probability Distributions 5
Discrete PDF CDF Gaussian Properties Beta Gamma Distributions Review & Cheat Sheet
03 Multivariate Probability 1
04 Bayesian Methods 5
Bayes Theorem for Machine Learning Bayesian Inference: Learning from Data Conjugate Priors: The Computational Shortcut Module Review: Bayesian Methods
05 Information Theory 5
Entropy & KL Divergence Mutual Information Cross-Entropy Loss Module Review: Information Theory
probability 6
Permutations & Combinations Module 1: Combinatorics & Counting Binomial Theorem Inclusion-Exclusion Principle Module Review: Combinatorics Probability Glossary
Courses / probability

Multivariate Probability

03 Multivariate Probability Last updated: Feb 27, 2026

Multivariate Probability

Module Contents

1. Joint Marginal

2. Conditional Independence

3. Covariance Matrices

Review & Cheat Sheet

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