Introduction to machine learning / Ethem Alpaydin.
Material type: TextEdition: Third editionDescription: xxii, 613 pages : illustrations ; 24 cmISBN:- 9780262028189 (hardcover)
- 0262028182 (hardcover)
- 006.31 22 ALI
Item type | Current library | Call number | Copy number | Status | Date due | Barcode |
---|---|---|---|---|---|---|
Books | Central Library, SUST General Stacks | 006.31 ALI (Browse shelf(Opens below)) | 1 | Available | 0072775 | |
Books | Central Library, SUST General Stacks | 006.31 ALI (Browse shelf(Opens below)) | 2 | Available | 0072774 | |
Books | Central Library, SUST General Stacks | 006.31 ALI (Browse shelf(Opens below)) | 3 | Available | 0072773 | |
Books | Central Library, SUST General Stacks | 006.31 ALI (Browse shelf(Opens below)) | 4 | Available | 0072953 |
Includes bibliographical references (page 203) and index.
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 -- Hidden markov models -- Bayesian estimation -- Combining multiple learners -- Reinforcement learning -- Design and analysis of machine learning experiments.
There are no comments on this title.