User:WillWare/Books/WW-ML-book

Machine Learning and Reasoning

 * Introduction


 * Motivations
 * Recommender system
 * Collaborative filtering
 * Clinical decision support system


 * Historical systems
 * SHRDLU
 * Mycin
 * Automated Mathematician
 * Eurisko
 * Cyc
 * Adam
 * Prolog
 * Planner


 * Theoretical foundations
 * Machine learning
 * Data mining
 * First-order logic
 * Logic programming
 * Information theory
 * Bayes' theorem
 * Bayesian inference
 * Graph theory


 * Classification and regression
 * Statistical classification
 * Cluster analysis
 * Naive Bayes classifier
 * Regression analysis
 * Logistic regression
 * Bayesian linear regression


 * Knowledge systems
 * Knowledge representation and reasoning
 * Ontology
 * Expert system
 * Production system
 * Semantic network
 * Semantic Web


 * Advanced topics
 * Association rule learning
 * Decision tree learning
 * Support vector machine
 * Automated theorem proving
 * Principal component analysis
 * Fuzzy logic
 * Artificial neural network
 * Expectation-maximization algorithm
 * Hidden Markov model
 * Kalman filter