Learn about Probability for ML with interactive visualizations and depth.
Course Modules
Module 01
Available
Probability Distributions
Learn about Probability Distributions with interactive visualizations and depth. Explore the Bell Curve, Z-scores, and the 68-95-99.7 Rule interactively.
Module 02
Available
Multivariate Probability
Learn about Multivariate Probability with interactive visualizations and depth. Explore joint marginals, conditional independence, and covariance matrices.
Module 03
Available
Bayesian Methods
Master Bayesian Statistics for Machine Learning. Learn Bayes' Theorem, Inference, MAP vs MLE, and Conjugate Priors with interactive data visualizations.
Module 04
Available
Information Theory
A comprehensive guide to Information Theory: Entropy, KL Divergence, Mutual Information, and Cross-Entropy Loss. Master the foundations of information theory.