[Download] "Implementations and Applications of Machine Learning" by Saad Subair & Christopher Thron ~ Book PDF Kindle ePub Free

eBook details
- Title: Implementations and Applications of Machine Learning
- Author : Saad Subair & Christopher Thron
- Release Date : January 23, 2020
- Genre: Engineering,Books,Professional & Technical,Computers & Internet,Medical,Science & Nature,Life Sciences,
- Pages : * pages
- Size : 28076 KB
Description
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.Presents practical, useful applications of machine learning for practitioners, students, and researchersProvides hands-on tools for a variety of machine learning techniquesCovers evolutionary and swarm intelligence, facial and image recognition, deep learning, data mining and discovery, and statistical techniques
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