Название: Recurrent Neural Networks: From Simple to Gated Architectures Автор: Fathi M. Salem Издательство: Springer Год: 2022 Формат: PDF Страниц: 130 Размер: 10 Mb Язык: English
This textbook provides a compact but comprehensive treatment that provides analytical and design steps to recurrent neural networks from scratch. It provides a treatment of the general recurrent neural networks with principled methods for training that render the (generalized) backpropagation through time (BPTT). This author focuses on the basics and nuances of recurrent neural networks, providing technical and principled treatment of the subject, with a view toward using coding and deep learning computational frameworks, e.g., Python and Tensorflow-Keras. Recurrent neural networks are treated holistically from simple to gated architectures, adopting the technical machinery of adaptive non-convex optimization with dynamic constraints to leverage its systematic power in organizing the learning and training processes. This permits the flow of concepts and techniques that provide grounded support for design and training choices. The author’s approach enables strategic co-training of output layers, using supervised learning, and hidden layers, using unsupervised learning, to generate more efficient internal representations and accuracy performance. As a result, readers will be enabled to create designs tailoring proficient procedures for recurrent neural networks in their targeted applications.
Deep Learning from Scratch (Early Release) Название: Deep Learning from Scratch (Early Release) Автор: Seth Weidman Издательство: O’Reilly Media ISBN: 9781492041405 Год: 2019-05-03 (First...
Neural Networks and Deep Learning: A Textbook Название: Neural Networks and Deep Learning: A Textbook Автор: Charu C. Aggarwal Издательство: Springer Год: 2018 Страниц: 497 Формат: PDF, EPUB...
Neural Network Design, 2nd Edition Название: Neural Network Design, 2nd Edition Автор: Martin T Hagan and Howard B Demuth Издательство: Martin Hagan Год: 2014 Формат: PDF Размер: 11 Мб...
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Recurrent Neural Networks: From Simple to Gated Architectures 
