Before Machine Learning Volume 3 - Probability and Statistics for A.I

Table of Contents

1. Why Probability and Statistics?
2. The Event: The Gem of a Plan
3. Probability and Theory: Partners in Decoding Uncertainty
4. The Evidence Update Machine: Bayes
5. Just Tell Me About Yesterday: Insights from Markov Models
6. Structured Uncertainty: Hierarchical Bayesian Models