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Deep Learning with Python: Learn Best Practices of Deep Learning Models with PyTorch book cover by Nikhil Ketkar, Jojo Moolayil
Paperback

Deep Learning with Python: Learn Best Practices of Deep Learning Models with PyTorch

by Nikhil Ketkar and Jojo Moolayil

$26.59 / copy at 25+ copies As low as $23.55 at 1,000+Your best volume price

Paperback · 306 pages Apress · 2021

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About the book

Deep Learning with Python

Master the practical aspects of implementing deep learning solutions with PyTorch, using a hands-on approach to understanding both theory and practice. This updated edition will prepare you for applying deep learning to real world problems with a sound theoretical foundation and practical know-how with PyTorch, a platform developed by Facebook’s Artificial Intelligence Research Group.

You'll start with a perspective on how and why deep learning with PyTorch has emerged as an path-breaking framework with a set of tools and techniques to solve real-world problems. Next, the book will ground you with the mathematical fundamentals of linear algebra, vector calculus, probability and optimization. Having established this foundation, you'll move on to key components and functionality of PyTorch including layers, loss functions and optimization algorithms. 

You'll also gain an understanding of Graphical Processing Unit (GPU) based computation, which is essential for training deep learning models. All the key architectures in deep learning are covered, including feedforward networks, convolution neural networks, recurrent neural networks, long short-term memory networks, autoencoders and generative adversarial networks. Backed by a number of tricks of the trade for training and optimizing deep learning models, this edition of Deep Learning with Python explains the best practices in taking these models to production with PyTorch.

What You'll Learn
  • Review machine learning fundamentals such as overfitting, underfitting, and regularization.
  • Understand deep learning fundamentals such as feed-forward networks, convolution neural networks, recurrent neural networks, automatic differentiation, and stochastic gradient descent.
  • Apply in-depth linear algebra with PyTorch
  • Explore PyTorch fundamentals andits building blocks
  • Work with tuning and optimizing models 
Who This Book Is For

Beginners with a working knowledge of Python who want to understand Deep Learning in a practical, hands-on manner.     




The book, Deep Learning with Python: Learn Best Practices of Deep Learning Models with PyTorch [Bulk, Wholesale, Quantity] ISBN#9781484253632 in Paperback by Nikhil Ketkar, Jojo Moolayil may be ordered in bulk quantities. Minimum starts at 25 copies. Availability based on publisher status and quantity being ordered.

Details

Publisher
Apress
Authors
Nikhil Ketkar, Jojo Moolayil
Format
Paperback
Published
Apr 10, 2021
ISBN-13
9781484253632
Pages
306
Printing
Printed on demand
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CopiesPrice per copyYou save
25 – 99 $26.59 30% off list
100 – 249 $25.83 32% off list
250 – 499 $25.07 34% off list
500 – 999 $24.31 36% off list
1,000+ $23.55 38% off list
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