Probabilistic Machine Learning

This repository contains the notes from book Probabilistic Machine Learning By Kevin P. Murphy

Foundation

• Chap 0 - Introduction
• Chap 1 - Probability
• Chap 2 - Statistics
• Chap 3 - Decision Theory
• Chap 4 - Information Theory
• Chap 5 - Linear Algebra
• Chap 6 - Optimization

Linear Models

Deep Neural Networks

Nonparametric Models

Beyond Supervised Learning