Introduction to Machine Learning (Ethem Alpaydin), [Pdf - Eng]
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Introduction to Machine Learning (Ethem Alpaydin), [Pdf - Eng] [TNTVillage] Release originale: [url]http://forum.tntvillage.scambioetico.org/index.php?showtopic=123874[/url] -.-.-.-.-.-.-.-.-.-. :::->Indice del Libro<-::: Series Foreword xiii Figures xv Tables xxiii Preface xxv Acknowledgments xxvii Notations xxix 1 Introduction 1 2 Supervised Learning 17 3 Bayesian Decision Theory 39 4 Parametric Methods 61 5 Multivariate Methods 85 6 Dimensionality Reduction 105 7 Clustering 133 8 Nonparametric Methods 153 9 Decision Trees 173 10 Linear Discrimination 197 11 Multilayer Perceptrons 229 12 Local Models 275 13 Hidden Markov Models 305 14 Assessing and Comparing Classification Algorithms 327 15 Combining Multiple Learners 351 16 Reinforcement Learning 373 Appendix: Probability 397 Index :::->Dettagli<-::: Autore: Ethem Alpaydin Titolo: Introduction to Machine Learning Anno: 2004 lingua: Inglese Editore: MIT Press Dimensione del file: 36,1 MB Formato del file: PDF
| Introduction to Machine Learning - Ethem Alpaydin.pdf | 36.17 MiB |
