User:WillWare/Books/WW-ML-book
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Machine Learning and Reasoning[edit]
- 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