营口理工学院图书馆书目检索系统

Online Public Access Catalogue

题名/责任者:

Implementations and applications of machine learning / Saad Subair, Christopher Thron, editors

出版发行项:

Cham, Switzerland : Springer, [2020]

出版发行项:

漏2020

ISBN:

9783030378295

ISBN:

3030378292

载体形态项:

xii, 280 pages : illustrations (some color) ; 24 cm.

丛编说明:

Studies in computational intelligence, 1860-049X ; volume 782

丛编统一题名:

Studies in computational intelligence ; v. 782

附加个人名称:

Subair, Saad, editor.

附加个人名称:

Thron, Christopher, editor.

论题主题:

Machine learning.

中图法分类号:

TP181

书目附注:

Includes bibliographical references and index.

摘要附注:

This book provides step-by-step explanations of successful implementations and practical applications of machine learning. The books 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. Presents practical, useful applications of machine learning for practitioners, students, and researchers Provides hands-on tools for a variety of machine learning techniques Covers evolutionary and swarm intelligence, facial and image recognition, deep learning, data mining and discovery, and statistical techniques

豆瓣简介：