When Machines Learn
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Introduction to Machine Learning
Author | : Ethem Alpaydin |
Publisher | : MIT Press |
Total Pages | : 639 |
Release | : 2014-08-22 |
Genre | : Computers |
ISBN | : 0262028182 |
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Introduction -- Supervised learning -- Bayesian decision theory -- Parametric methods -- Multivariate methods -- Dimensionality reduction -- Clustering -- Nonparametric methods -- Decision trees -- Linear discrimination -- Multilayer perceptrons -- Local models -- Kernel machines -- Graphical models -- Brief contents -- Hidden markov models -- Bayesian estimation -- Combining multiple learners -- Reinforcement learning -- Design and analysis of machine learning experiments.
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