User:WillWare/Books/WW

Machine Learning and Reasoning

 * Overview and motivations
 * User:WillWare/ML Book Intro
 * Recommender system
 * Rating scale
 * Collaborative filtering
 * Natural language processing
 * Adam (robot)


 * Theoretical foundations
 * Machine learning
 * Data mining
 * Data stream mining
 * Metadata
 * Artificial intelligence
 * Graph theory
 * Optimization (mathematics)
 * First-order logic
 * Bayes' theorem
 * Bayesian inference


 * Classification and regression
 * Statistical classification
 * Cluster analysis
 * Naive Bayes classifier
 * Regression analysis
 * Logistic regression
 * Bayesian linear regression
 * Association rule learning
 * Decision tree learning
 * Random forest
 * Support vector machine
 * Bootstrap aggregating
 * Principal component analysis
 * Independent component analysis
 * Boosting
 * Artificial neural network


 * Knowledge and reasoning systems
 * Knowledge engineering
 * Knowledge representation and reasoning
 * Knowledge discovery
 * Automated reasoning
 * Semantic reasoner
 * Ontology (information science)
 * Expert system
 * Production system
 * Semantic Web
 * Resource Description Framework
 * Semantic network
 * Automated theorem proving


 * Software tools
 * Orange (software)
 * Prolog
 * R (programming language)
 * RapidMiner
 * SAS (software)
 * Weka (machine learning)