TY  - BOOK
AU  - Marsland, Stephen
TI  - Machine Learning : An Algorithmic Prespective
SN  - 9781138583405
U1  - 006.31 
PY  - 2025///
CY  - New York 
PB  - CRC Press
N2  - 1.    Introduction

2.    Preliminaries

3.    Neurons, Neural Networks, and Linear Discriminants

4.    The Multi-Layer Perceptron

5.    Radial Basis Functions and Splines

6.    Dimensionality Reduction

7.    Probabilistic Learning

8.    Support Vector Machines

9.    Optimization and Search

10. Evolutionary Learning

11. Reinforcement Learning

12. Learning with Trees

13. Decision by Committee: Ensemble Learning

14. Unsupervised Learning

15. Markov Chain Monte Carlo (MCMC) Methods

16. Graphical Models

17. Symmetric Weights and Deep Belief Networks

18. Gaussian Processes
ER  -