December 2022
Intermediate to advanced
282 pages
5h 1m
English
book
PyTorch Recipes: A Problem-Solution Approach to Build, Train and Deploy Neural Network Models
by Pradeepta Mishra
Overview
Learn how to use PyTorch to build neural network models using code snippets updated for this second edition. This book includes new chapters covering topics such as distributed PyTorch modeling, deploying PyTorch models in production, and developments around PyTorch with updated code.
By the end of this book, you will be able to confidently build neural network models using PyTorch.
What You Will Learn
- Utilize new code snippets and models to train machine learning models using PyTorch
- Train deep learning models with fewer and smarter implementations
- Explore the PyTorch framework for model explainability and to bring transparency to model interpretation
- Build, train, and deploy neural network models designed to scale with PyTorch
- Understand best practices for evaluating and fine-tuning models using PyTorch
- Use advanced torch features in training deep neural networks
- Explore various neural network models using PyTorch
- Discover functions compatible with sci-kit learn compatible models
- Perform distributed PyTorch training and execution
Who This Book Is For
Machine learning engineers, data scientists and Python programmers and software developers interested in learning the PyTorch framework.
Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.
Read now
Unlock full access
More than 5,000 organizations count on O’Reilly
O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.