User:WillWare/Books/WW-Statistical-ML-book

Volume 2: Statistical Methods

 * Theory
 * Statistical classification
 * Regression analysis
 * Logistic regression
 * Bayes' theorem
 * Bayesian inference
 * Cluster analysis
 * Hidden Markov model
 * Information theory


 * Practice
 * Recommender system
 * Collaborative filtering
 * Data mining
 * The R language
 * Tutorial: R
 * Tutorial: Weka
 * Tutorial: Orange


 * Algorithms and methods
 * Naive Bayes classifier
 * Bayesian linear regression
 * Association rule learning
 * Decision tree learning
 * Support vector machine
 * Principal component analysis