No title Introduction to machine learning
Alpaydin, Ethem.
Introduction to machine learning Ethem Alpaydın. - New Delhi : Prentice-Hall of India, c2004. [reprinted 2006] - xxx, 415 p. : ill. , figs.; 24 cm.
Includes bibliographical references 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 -- Hidden Markov models -- Assessing and comparing classification algorithms -- Combining multiple learners -- Reinforcement learning -- Probability. 1. 2. 3. 4. 5. 6. 7. 8. 9. 10. 11. 12. 13. 14. 15. 16. A.
"This book can be used by advanced undergraduates and graduate students who have completed courses in computer programming, probability, calculus, and linear algebra. It will also be of interest to engineers in the field who are concerned with the application of machine learning methods."--BOOK JACKET.
0262012111
2004109627
Machine learning.
Q325.5 / .A473 2004
006.31/ A456i
Introduction to machine learning Ethem Alpaydın. - New Delhi : Prentice-Hall of India, c2004. [reprinted 2006] - xxx, 415 p. : ill. , figs.; 24 cm.
Includes bibliographical references 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 -- Hidden Markov models -- Assessing and comparing classification algorithms -- Combining multiple learners -- Reinforcement learning -- Probability. 1. 2. 3. 4. 5. 6. 7. 8. 9. 10. 11. 12. 13. 14. 15. 16. A.
"This book can be used by advanced undergraduates and graduate students who have completed courses in computer programming, probability, calculus, and linear algebra. It will also be of interest to engineers in the field who are concerned with the application of machine learning methods."--BOOK JACKET.
0262012111
2004109627
Machine learning.
Q325.5 / .A473 2004
006.31/ A456i