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PyTorch Recipes: A Problem-Solution Approach to Build, Train and Deploy Neural Network Models book cover by Pradeepta Mishra
Paperback

PyTorch Recipes: A Problem-Solution Approach to Build, Train and Deploy Neural Network Models

by Pradeepta Mishra

$41.99 / copy at 25+ copies As low as $37.19 at 1,000+Your best volume price

Total $1,049.75

Paperback · 266 pages Apress · 2022

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About the book

PyTorch Recipes

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.

You'll start by learning how to use tensors to develop and fine-tune neural network models and implement deep learning models such as LSTMs, and RNNs. Next, you'll explore probability distribution concepts using PyTorch, as well as supervised and unsupervised algorithms with PyTorch. This is followed by a deep dive on building models with convolutional neural networks, deep neural networks, and recurrent neural networks using PyTorch. This new edition covers also topics such as Scorch, a compatible module equivalent to the Scikit machine learning library, model quantization to reduce parameter size, and preparing a model for deployment within a production system. Distributed parallel processing for balancing PyTorch workloads, using PyTorch for image processing, audio analysis, and model interpretation are also covered in detail. Each chapter includes recipe code snippets to perform specific activities.

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.


The book, PyTorch Recipes: A Problem-Solution Approach to Build, Train and Deploy Neural Network Models [Bulk, Wholesale, Quantity] ISBN#9781484289242 in Paperback by Pradeepta Mishra may be ordered in bulk quantities. Minimum starts at 25 copies. Availability based on publisher status and quantity being ordered.

Details

Publisher
Apress
Author
Pradeepta Mishra
Format
Paperback
Published
Dec 8, 2022
ISBN-13
9781484289242
Pages
266
Printing
Printed on demand
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CopiesPrice per copyYou save
25 – 99 $41.99 30% off list
100 – 249 $40.79 32% off list
250 – 499 $39.59 34% off list
500 – 999 $38.39 36% off list
1,000+ $37.19 38% off list
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