Implementations and Applications of Machine Learning (Hardcover, 1st ed. 2020)

This book provides step-by-step explanations of successful implementations and practical applications of machine learning. The book's GitHub page contains software codes to assist readers in adapting materials and methods for their own use. A wide variety of applications are discussed, including wireless mesh network and power systems optimization; computer vision; image and facial recognition; protein prediction; data mining; and data discovery. Numerous state-of-the-art machine learning techniques are employed (with detailed explanations), including biologically-inspired optimization (genetic and other evolutionary algorithms, swarm intelligence); Viola Jones face detection; Gaussian mixture modeling; support vector machines; deep convolutional neural networks with performance enhancement techniques (including network design, learning rate optimization, data augmentation, transfer learning); spiking neural networks and timing dependent plasticity; frequent itemset mining; binary classification; and dynamic programming. This book provides valuable information on effective, cutting-edge techniques, and approaches for students, researchers, practitioners, and teachers in the field of machine learning.

General

Imprint:	Springer Nature Switzerland AG
Country of origin:	Switzerland
Series:	Studies in Computational Intelligence, 782
Release date:	April 2020
First published:	2020
Editors:	Saad Subair • Christopher Thron
Dimensions:	235 x 155mm (L x W)
Format:	Hardcover
Pages:	280
Edition:	1st ed. 2020
ISBN-13:	978-3-03-037829-5
Categories:	Books > Science & Mathematics > Biology, life sciences > Molecular biology Books > Reference & Interdisciplinary > Communication studies > Information theory > Cybernetics & systems theory Books > Medicine > General issues > Medical equipment & techniques > General Books > Professional & Technical > Electronics & communications engineering > Communications engineering / telecommunications > General Books > Computing & IT > Applications of computing > Databases > Data mining Books > Computing & IT > Applications of computing > Artificial intelligence > General
LSN:	3-03-037829-2
Barcode:	9783030378295

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