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Open course index
Faculty of Mathematics and Physics
Department of Theoretical Computer Science and Mathematical Logic
Machine Learning
Strojové učení
Support Vector Machines
Support Vector Machines
Section outline
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PCA Extensions, Independent Component Analysis
◄
PCA Extensions, Independent Component Analysis
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Main course page
Introduction
Kernel methods, Splines
Logistic Regression, LDA, QDA, Examples
Decision Trees, MARS
Ensamble Learning
Model Assessment
Gaussian Graphical Models
Gaussian Processes and Bayesian Optimization
Clustering
Bayesian Methods, EM algorithm
Association Rule Learning
Inductive Logic Programming
PCA Extensions, Independent Component Analysis