The Principles of Deep Learning Theory: An Effective Theory Approach to Understanding Neural Networks
The Principles of Deep Learning Theory: An Effective Theory Approach to Understanding Neural Networks
Roberts, Daniel A.
product information
Condition: New, UPC: 9781316519332, Publication Date: Sun, May 1, 2022, Type: Hardcover ,
join & start selling
description
5This textbook establishes a theoretical framework for understanding deep learning models of practical relevance. With an approach that borrows from theoretical physics, Roberts and Yaida provide clear and pedagogical explanations of how realistic deep neural networks actually work. To make results from the theoretical forefront accessible, the authors eschew the subject's traditional emphasis on intimidating formality without sacrificing accuracy. Straightforward and approachable, this volume balances detailed first-principle derivations of novel results with insight and intuition for theorists and practitioners alike. This self-contained textbook is ideal for students and researchers interested in artificial intelligence with minimal prerequisites of linear algebra, calculus, and informal probability theory, and it can easily fill a semester-long course on deep learning theory. For the first time, the exciting practical advances in modern artificial intelligence capabilities can be matched with a set of effective principles, providing a timeless blueprint for theoretical research in deep learning.
reviews

Be the first to write a review

member goods

No member items were found under this heading.

notems store

A Course on Integral Equations

by Pipkin, Allen C.

Paperback /Paperback

$94.99

Energy

by Mullins, Matt

Paperback /Paperback

$5.21

The Manga Guide to Physics

by Nitta, Hideo

Paperback /Paperback

$14.96

listens & views

GELIEBT GELACHT GEWEINT: BEST OF ...

by JUNG,CLAUDIA

COMPACT DISC

out of stock

$11.99

HEART OF FLESH (EP)

by TECHNASIA

12-INCH SINGLE

out of stock

$12.99

LETHAL AFFECTION

by AFFECTION,LETHAL

COMPACT DISC

out of stock

$8.75

Return Policy

All sales are final

Shipping

No special shipping considerations available.
Shipping fees determined at checkout.