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salem f recurrent neural networks from simple 2022

Type:: E-books
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Uploaded On:: Jan. 11, 2022, 8:13 a.m.
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Info Hash:: 6C3EB7062A1DDF271C946859EA503576C65E8733

Textbook in PDF format 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. Basic Elements of Neural Networks Network Architectures Learning Processes Recurrent Neural Networks (RNN) Recurrent Neural Networks (RNN) Gated Recurrent Neural Networks: The LSTM RNN Gated RNN: The Long Short-Term Memory (LSTM) RNN Gated RNN: The Gated Recurrent Unit (GRU) RNN Gated RNN: The Minimal Gated Unit (MGU) RNN

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salem f recurrent neural networks from simple 2022

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