Recurrent Neural Networks

Name: Recurrent Neural Networks
Brand: Springer Nature Switzerland AG
SKU: 9783030899288
Price: 1231 CZK
Availability: InStock

From Simple to Gated Architectures

Autor: Fathi M. Salem

Jazyk:

Vazba: Pevná

Vydavatel: Springer Nature Switzerland AG

Dostupnost: Skladem u dodavatele

Odesíláme za 10-13 dnů

1 231 Kč

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

Informace o knize

Autor

Fathi M. Salem

Jazyk

Angličtina

Vazba

Kniha - Pevná

Vydáno

2022

Stránek

121

EAN

9783030899288

ISBN

3030899284

Enbook ID

38380923

Vydavatel

Springer Nature Switzerland AG

Hmotnost

389

Rozměry

155 x 235 x 14

Kompletní popis

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

Informace o knize

Kompletní popis

Mohlo by vás zajímat

Zákaznicí kteří koupili tuto knihu koupili také