Recurrent Neural Networks

Name: Recurrent Neural Networks
Brand: Springer Nature Switzerland AG
SKU: 9783030899288
Price: 297.65 RON
Availability: InStock

From Simple to Gated Architectures

Autor: Fathi M. Salem

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Legare: Copertă tare

Editura: Springer Nature Switzerland AG

Disponibilitate: În depozitul extern

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This textbook provides a compact but comprehensive treatment that provides analytical and design ste...

Informații despre carte

Autor

Fathi M. Salem

Limbă

engleză

Legare

Carte - Copertă tare

Publicat

2022

Pagini

121

EAN

9783030899288

ISBN

3030899284

Enbook ID

38380923

Editura

Springer Nature Switzerland AG

Greutate

389

Dimensiuni

155 x 235 x 14

Descriere completă

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.

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Recurrent Neural Networks

From Simple to Gated Architectures

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Descriere completă

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