Machine learning. An applied mathematics introduction

✍ Scribed by Wilmott, Paul

• Publisher: Panda Ohana
• Year: 2019
• Tongue: English
• Leaves: 242
• Category: Library

✦ Table of Contents

Contents......Page 8
Prologue......Page 12
Chapter 1 - Introduction......Page 16
Chapter 2 - General Matters......Page 32
Chapter 3 - K Nearest Neighbours......Page 70
Chapter 4 - K Means Clustering......Page 80
Chapter 5 - Naive Bayes Classifier......Page 98
Chapter 6 - Regression Methods......Page 106
Chapter 7 - Support Vector Machines......Page 114
Chapter 8 - Self-Organizing Maps......Page 128
Chapter 9 - Decision Tree......Page 142
Chapter 10 - Neural Networks......Page 162
Chapter 11 - Reinforcement Learning......Page 188
Datasets......Page 232
Epilogue......Page 236
Index......Page 238

✦ Subjects

matematika;matematika -- strojno učenje