User:WillWare/Books/Machine Learning and Reasoning

2nd edition

 * User:WillWare/ML Book Intro


 * Symbolic AI
 * Applications
 * Recommender system
 * Collaborative filtering
 * Data mining
 * The R language


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


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