Machine Learning An Algorithmic Perspective 2nd edition by Stephen Marsland – Ebook PDF Instant Download/Delivery: 1466583337 , 9781466583337
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ISBN 10: 1466583337
ISBN 13: 9781466583337
Author: Stephen Marsland
A Proven, Hands-On Approach for Students without a Strong Statistical FoundationSince the best-selling first edition was published, there have been several prominent developments in the field of machine learning, including the increasing work on the statistical interpretations of machine learning algorithms. Unfortunately, computer science students
Machine Learning An Algorithmic Perspective 2nd Table of contents:
Chapter 1: Introduction
Chapter 2: Preliminaries
Chapter 3: Neurons, Neural Networks,and Linear Discriminants
Chapter 4: The Multi-layer Perceptron
Chapter 5: Radial Basis Functions andSplines
Chapter 6: Dimensionality Reduction
Chapter 7: Probabilistic Learning
Chapter 8: Support Vector Machines
Chapter 9: Optimisation and Search
Chapter 10: Evolutionary Learning
Chapter 11: Reinforcement Learning
Chapter 12: Learning with Trees
Chapter 13: Decision by Committee:Ensemble Learning
Chapter 14: Unsupervised Learning
Chapter 15: Markov Chain Monte Carlo(MCMC) Methods
Chapter 16: Graphical Models
Chapter 17: Symmetric Weights and DeepBelief Networks
Chapter 18: Gaussian Processes
APPENDIX A: Python
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