Machine Learning : An Algorithmic Prespective
Marsland, Stephen
Machine Learning : An Algorithmic Prespective - 2nd - New York CRC Press 2025 - xx, 437p. 24 x 18 cm
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
9781138583405
006.31 / MAR
Machine Learning : An Algorithmic Prespective - 2nd - New York CRC Press 2025 - xx, 437p. 24 x 18 cm
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
9781138583405
006.31 / MAR