ENGLISH

Machine Learning Fundamentals - A Concise Introduction

By Hui Jiang

Book information

Publisher
Cambridge University Press
Year
2021
ISBN
9781108837040, 9781108938051, 9781108940023
Language
english
Format
PDF
Filesize
64 MB (67076110 bytes)
Edition
1
Pages
422\422
Time added
2022-01-20 01:09:39

Description

01.0_pp_i_iv_Frontmatter 02.0_pp_v_x_Contents 03.0_pp_xi_xvi_Preface 04.0_pp_xvii_xviii_Notation 05.0_pp_1_18_Introduction 06.0_pp_19_66_Mathematical_Foundation 07.0_pp_67_76_Supervised_Machine_Learning_in_a_Nutshell 08.0_pp_77_94_Feature_Extraction 09.0_pp_95_96_DISCRIMINATIVE_MODELS 09.1_pp_97_106_Statistical_Learning_Theory 09.2_pp_107_132_Linear_Models 09.3_pp_133_150_Learning_Discriminative_Models_in_General 09.4_pp_151_202_Neural_Networks 09.5_pp_203_218_Ensemble_Learning 10.0_pp_219_220_GENERATIVE_MODELS 10.1_pp_221_238_Overview_of_Generative_Models 10.2_pp_239_256_Unimodal_Models 10.3_pp_257_290_Mixture_Models 10.4_pp_291_310_Entangled_Models 10.5_pp_311_342_Bayesian_Learning 10.6_pp_343_374_Graphical_Models 11.0_pp_375_376_APPENDIX 11.1_pp_377_380_A_Other_Probability_Distributions 12.0_pp_381_396_Bibliography 13.0_pp_397_404_Index

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