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Efficient Learning Machines: Theories, Concepts, and Applications for Engineers and System Designers

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Author(s): Mariette Awad, Rahul Khanna (auth.)
Publisher: Apress
Year: 2015

Language: English
Pages: 263
Tags: Artificial Intelligence (incl. Robotics)

Front Matter....Pages i-xix
Machine Learning....Pages 1-18
Machine Learning and Knowledge Discovery....Pages 19-38
Support Vector Machines for Classification....Pages 39-66
Support Vector Regression....Pages 67-80
Hidden Markov Model....Pages 81-104
Bioinspired Computing: Swarm Intelligence....Pages 105-125
Deep Neural Networks....Pages 127-147
Cortical Algorithms....Pages 149-165
Deep Learning....Pages 167-184
Multiobjective Optimization....Pages 185-208
Machine Learning in Action: Examples....Pages 209-240
Back Matter....Pages 241-248