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Deep Learning: Research and Applications (Frontiers in Computational Intelligence) (de Gruyter Frontiers in Computational Intelligence,7) Hardcover – June 22,2020
by 作者: Siddhartha Bhattacharyya
Publisher Finelybook 出版社: De Gruyter; 1st edition (June 22,2020)
Language 语言: English
pages 页数: 170 pages
ISBN-10 书号: 3110670798
ISBN-13 书号: 9783110670790
Book Description
This book focuses on the fundamentals of deep learning along with reporting on the current state-of-art research on deep learning. In addition,it provides an insight of deep neural networks in action with illustrative coding examples. Deep learning is a new area of machine learning research which has been introduced with the objective of moving ML closer to one of its original goals,i.e. artificial intelligence. Deep learning was developed as an ML approach to deal with complex input-output mappings. While traditional methods successfully solve problems where final value is a simple function of input data,deep learning techniques are able to capture composite relations between non-immediately related fields,for example between air pressure recordings and English words,millions of pixels and textual description,brand-related news and future stock prices and almost all real world problems. Deep learning is a class of nature inspired machine learning algorithms that uses a cascade of multiple layers of nonlinear processing units for feature extraction and transformation. Each successive layer uses the output from the previous layer as input. The learning may be supervised (e.g. classification) and/or unsupervised (e.g. pattern analysis) manners. These algorithms learn multiple levels of representations that correspond to different levels of abstraction by 作者: resorting to some form of gradient descent for training via backpropagation. Layers that have been used in deep learning include hidden layers of an artificial neural network and sets of propositional formulas. They may also include latent variables organized layer-wise in deep generative models such as the nodes in deep belief networks and deep boltzmann machines. Deep learning is part of state-of-the-art systems in various disciplines,particularly computer vision,automatic speech recognition (ASR) and human action recognition.
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