Inside Deep Learning you own this product

Math, Algorithms, Models
Edward Raff
Foreword by Kirk Borne
  • April 2022
  • ISBN 9781617298639
  • 600 pages
  • printed in color
  • Available translations: Russian, Simplified Chinese

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Look inside
Journey through the theory and practice of modern deep learning, and apply innovative techniques to solve everyday data problems.

In Inside Deep Learning, you will learn how to:

  • Implement deep learning with PyTorch
  • Select the right deep learning components
  • Train and evaluate a deep learning model
  • Fine tune deep learning models to maximize performance
  • Understand deep learning terminology
  • Adapt existing PyTorch code to solve new problems

Inside Deep Learning is an accessible guide to implementing deep learning with the PyTorch framework. It demystifies complex deep learning concepts and teaches you to understand the vocabulary of deep learning so you can keep pace in a rapidly evolving field. No detail is skipped—you’ll dive into math, theory, and practical applications. Everything is clearly explained in plain English.

about the technology

Deep learning doesn’t have to be a black box! Knowing how your models and algorithms actually work gives you greater control over your results. And you don’t have to be a mathematics expert or a senior data scientist to grasp what’s going on inside a deep learning system. This book gives you the practical insight you need to understand and explain your work with confidence.

about the book

Inside Deep Learning illuminates the inner workings of deep learning algorithms in a way that even machine learning novices can understand. You’ll explore deep learning concepts and tools through plain language explanations, annotated code, and dozens of instantly useful PyTorch examples. Each type of neural network is clearly presented without complex math, and every solution in this book can run using readily available GPU hardware!

what's inside

  • Select the right deep learning components
  • Train and evaluate a deep learning model
  • Fine tune deep learning models to maximize performance
  • Understand deep learning terminology

about the reader

For Python programmers with basic machine learning skills.

about the author

Edward Raff is a Chief Scientist at Booz Allen Hamilton, and the author of the JSAT machine learning library.

Pick up this book, and you won’t be able to put it down. A rich, engaging knowledge base of deep learning math, algorithms, and models—just like the title says!

From the Foreword by Kirk Borne Ph.D., Chief Science Officer, DataPrime.ai

The clearest and easiest book for learning deep learning principles and techniques I have ever read. The graphical representations for the algorithms are an eye-opening revelation.

Richard Vaughan, Purple Monkey Collective

A great read for anyone interested in understanding the details of deep learning.

Vishwesh Ravi Shrimali, MBRDI

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team

monthly
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$49.99
$499.99
only $41.67 per month
  • five seats for your team
  • access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
  • choose another free product every time you renew
  • choose twelve free products per year
  • exclusive 50% discount on all purchases
  • Inside Deep Learning ebook for free

choose your plan

team

monthly
annual
$49.99
$499.99
only $41.67 per month
  • five seats for your team
  • access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
  • choose another free product every time you renew
  • choose twelve free products per year
  • exclusive 50% discount on all purchases
  • Inside Deep Learning ebook for free