Introduction to machine learning / Ethem Alpaydin.
Material type: TextSeries: Adaptive computation and machine learningPublication details: New Delhi : PHI Learning, c2014.Edition: Third editionDescription: xxii, 613 pages : illustrations ; 24 cmISBN:- 9788120350786
- 006.31 23 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 | 0066388 | |
Books | Central Library, SUST General Stacks | 006.31 ALI (Browse shelf(Opens below)) | 2 | Available | 0066389 |
Browsing Central Library, SUST shelves, Shelving location: General Stacks Close shelf browser (Hides shelf browser)
006.31 ALG Algorithmic learning theory : | 006.31 ALG Algorithmic learning theory : | 006.31 ALI Introduction to machine learning / | 006.31 ALI Introduction to machine learning / | 006.31 ALI Introduction to machine learning / | 006.31 ALI Introduction to machine learning / | 006.31 ALI Introduction to machine learning / |
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.