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Titlebook: Automatic Speech Recognition; A Deep Learning Appr Dong Yu,Li Deng Book 2015 Springer-Verlag London 2015 Adaptive Training.Automatic Speech

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期刊全称Automatic Speech Recognition
期刊简称A Deep Learning Appr
影响因子2023Dong Yu,Li Deng
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发行地址Presents important theoretical foundation and practical considerations of using a wide range of deep learning models and methods for automatic speech recognition.Reviews past and present work (up to t
学科分类Signals and Communication Technology
图书封面Titlebook: Automatic Speech Recognition; A Deep Learning Appr Dong Yu,Li Deng Book 2015 Springer-Verlag London 2015 Adaptive Training.Automatic Speech
影响因子.This book provides a comprehensive overview of the recent advancement in the field of automatic speech recognition with a focus on deep learning models including deep neural networks and many of their variants. This is the first automatic speech recognition book dedicated to the deep learning approach. In addition to the rigorous mathematical treatment of the subject, the book also presents insights and theoretical foundation of a series of highly successful deep learning models..
Pindex Book 2015
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Psychology from an Islamic Perspectivehe RNN, which exploits the structure called long-short-term memory (LSTM), and analyzes its strengths over the basic RNN both in terms of model construction and of practical applications including some latest speech recognition results. Finally, we analyze the RNN as a bottom-up, discriminative, dyn
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M. Pena,E.S. Ibragimova,M.K. Thompsoneech recognition systems, and are the focus of the rest of the book. We depict the architecture of DNNs, describe the popular activation functions and training criteria, illustrate the famous backpropagation algorithm for learning DNN model parameters, and introduce practical tricks that make the tr
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