TY  - BOOK
AU  - Marsland,Stephen
TI  - Machine learning: an algorithmic perspective 
T2  - Chapman & Hall/CRC machine learning & pattern recognition series
SN  - 9781466583283 (hbk)
AV  - Q325.5 .M368 2015
U1  - 006.31 22
PY  - 2015///]
CY  - Boca Raton
PB  - CRC Press
KW  - Machine learning
KW  - Algorithms
N1  - "A Chapman & Hall book."; Includes bibliographical references and index; 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
N2  - Annotation 
Written in an easily accessible style, this text provides the ideal blend of theory and practical, applicable knowledge. It covers neural networks, graphical models, reinforcement learning, evolutionary algorithms, dimensionality reduction methods, and the important area of optimization
UR  - http://repository.fue.edu.eg/xmlui/handle/123456789/3653
ER  -