|
" Machine learning : "
Stephen Marsland
| Document Type
|
:
|
BL
|
| Record Number
|
:
|
644245
|
| Doc. No
|
:
|
dltt
|
| Main Entry
|
:
|
Marsland, Stephen
|
| Title & Author
|
:
|
Machine learning : : an algorithmic perspective /\ Stephen Marsland
|
| Edition Statement
|
:
|
2nd ed
|
| Publication Statement
|
:
|
Boca Raton :: CRC Press,, ©2015
|
| Series Statement
|
:
|
Chapman & Hall/CRC machine learning & pattern recognition series
|
| Page. NO
|
:
|
xx, 437 pages :: illustrations ;; 25 cm
|
| ISBN
|
:
|
9781466583283
|
|
|
:
|
: 1466583282
|
| Notes
|
:
|
"A Chapman & Hall book."
|
| Bibliographies/Indexes
|
:
|
Includes bibliographical references and index
|
| Contents
|
:
|
Introduction -- Preliminaries -- Neurons, neural networks, and linear discriminants -- The multi-layer perceptron -- Radial basis functions and splines -- Dimensionality reduction -- Probabilistic learning -- Support vector machines -- Optimisation and search -- Evolutionary learning -- Reinforcement learning -- Learning with trees -- Decision by committee: ensemble learning -- Unsupervised learning -- Markov chain Monte Carlo (MCMC) methods -- Graphical models -- Symmetric weights and deep belief networks -- Gaussian processes -- Python
|
| Subject
|
:
|
Machine learning
|
| Subject
|
:
|
Algorithms
|
| Dewey Classification
|
:
|
006.3/1
|
| LC Classification
|
:
|
Q325.5.M368 2015
|
| |