machine learning

Front Matter
Decision Trees
Geometry and Nearest Neighbors
The Perceptron
Machine Learning in Practice
Beyond Binary Classification
Linear Models
Probabilistic Modeling
Neural Networks
Kernel Methods
Learning Theory
Ensemble Methods
Efficient Learning
Unsupervised Learning
Expectation Maximization
Semi-Supervised Learning
Graphical Models
Online Learning
Structured Learning
Bayesian Learning
Back Matter

https://github.com/josephmisiti/awesome-machine-learning