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Lecture Notes in Deep Learning

Name: Lecture Notes in Deep Learning
Brand: WORLD SCIENTIFIC PUB CO INC
SKU: 43801691
Price: 63.69 EUR
Availability: InStock
Author: Dongmian Zou
ISBN: 9789811281570

Dongmian Zou

Language

English

Book Paperback

Libristo code: 43801691

Publishers WORLD SCIENTIFIC PUB CO INC, March 2024

The compendium provides an introduction to the theory of deep learning, from basic principles of neu... Full description

Libristo code: 43801691

156 b

63.69 € VAT included

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The compendium provides an introduction to the theory of deep learning, from basic principles of neural network modeling and optimization to more advanced topics of neural networks as Gaussian processes, neural tangent and information theory.

This unique reference text complements a largely missing theoretical introduction to neural networks without being overwhelmingly technical in a level accessible to upper-level undergraduate engineering students.

Advanced chapters were designed to offer an additional intuition into the field by explaining deep learning from statistical and information theory perspectives. The book further provides additional intuition to the field by relating it to other statistical and information modeling approaches.