Deep Learning Patterns and Practices you own this product

Andrew Ferlitsch
  • August 2021
  • ISBN 9781617298264
  • 472 pages
  • printed in black & white

pro $24.99 per month

  • access to all Manning books, MEAPs, liveVideos, liveProjects, and audiobooks!
  • share your subscription with another person
  • choose one free eBook per month to keep
  • exclusive 50% discount on all purchases

lite $19.99 per month

  • access to all Manning books, including MEAPs!

team

5, 10 or 20 seats+ for your team - learn more


Look inside
Discover best practices, reproducible architectures, and design patterns to help guide deep learning models from the lab into production.

In Deep Learning Patterns and Practices you will learn:

  • Internal functioning of modern convolutional neural networks
  • Procedural reuse design pattern for CNN architectures
  • Models for mobile and IoT devices
  • Assembling large-scale model deployments
  • Optimizing hyperparameter tuning
  • Migrating a model to a production environment

The big challenge of deep learning lies in taking cutting-edge technologies from R&D labs through to production. Deep Learning Patterns and Practices is here to help. This unique guide lays out the latest deep learning insights from author Andrew Ferlitsch’s work with Google Cloud AI. In it, you'll find deep learning models presented in a unique new way: as extendable design patterns you can easily plug-and-play into your software projects. Each valuable technique is presented in a way that's easy to understand and filled with accessible diagrams and code samples.

about the technology

Discover best practices, design patterns, and reproducible architectures that will guide your deep learning projects from the lab into production. This awesome book collects and illuminates the most relevant insights from a decade of real world deep learning experience. You’ll build your skills and confidence with each interesting example.

about the book

Deep Learning Patterns and Practices is a deep dive into building successful deep learning applications. You’ll save hours of trial-and-error by applying proven patterns and practices to your own projects. Tested code samples, real-world examples, and a brilliant narrative style make even complex concepts simple and engaging. Along the way, you’ll get tips for deploying, testing, and maintaining your projects.

what's inside

  • Modern convolutional neural networks
  • Design pattern for CNN architectures
  • Models for mobile and IoT devices
  • Large-scale model deployments
  • Examples for computer vision

about the reader

For machine learning engineers familiar with Python and deep learning.

about the author

Andrew Ferlitsch is an expert on computer vision, deep learning, and operationalizing ML in production at Google Cloud AI Developer Relations.

One of the best deep learning books I have read.

Muhammad Sohaib Arif, Tek Systems

A must-read for anyone trying to understand the ins and outs of deep learning and best practices for building a machine learning pipeline.

Ariel Gamiño, GLG

Really good for the modern deep learning professional. Suggested for those who want to understand what’s under the hood.

Simone Sguazza, University of Applied Sciences and Arts of Southern Switzerland

Whether you are new to AI or have some knowledge of it, this will be your companion on the path to expertise.

Eros Pedrini, everis

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
  • Deep Learning Patterns and Practices 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
  • Deep Learning Patterns and Practices 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
  • Deep Learning Patterns and Practices ebook for free