Home | Amazing | Today | Tags | Publishers | Years | Account | Search 
Deep Learning with Python: Learn Best Practices of Deep Learning Models with PyTorch

Buy
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 and its 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.     


 
(HTML tags aren't allowed.)

Python All-in-One For Dummies
Python All-in-One For Dummies

The one-stop resource for all your Python queries

Powerful and flexible, Python is one of the most popular programming languages in the world. It's got all the right stuff for the software driving the cutting-edge of the development world?machine learning, robotics, artificial intelligence, data science, etc....

Dive Into Algorithms: A Pythonic Adventure for the Intrepid Beginner
Dive Into Algorithms: A Pythonic Adventure for the Intrepid Beginner
Dive Into Algorithms is a broad introduction to algorithms using the Python Programming Language.

Dive Into Algorithms is a wide-ranging, Pythonic tour of many of the world's most interesting algorithms. With little more than a bit of computer programming experience and basic high-school math,
...
Distributed Services with Go: Your Guide to Reliable, Scalable, and Maintainable Systems
Distributed Services with Go: Your Guide to Reliable, Scalable, and Maintainable Systems

This is the book for Gophers who want to learn how to build distributed systems. You know the basics of Go and are eager to put your knowledge to work. Build distributed services that are highly available, resilient, and scalable. This book is just what you need to apply Go to real-world situations. Level up your...


How to Build Android Apps with Kotlin: A hands-on guide to developing, testing, and publishing your first apps with Android
How to Build Android Apps with Kotlin: A hands-on guide to developing, testing, and publishing your first apps with Android

Master the fundamentals of Android programming and apply your skills to create scalable and reliable apps using industry best practices

Key Features

  • Build apps with Kotlin, Google's preferred programming language for Android development
  • Unlock solutions to development...
Engineering Science
Engineering Science

Engineering Science is a comprehensive textbook suitable for all vocational and pre-degree courses in engineering, being fully in line with the latest vocational courses at Level 2 and leading into Level 3. Taking a subject-led approach, engineering students will find the essential scientific principles necessary for their...

Simply Quantum Physics
Simply Quantum Physics
A clear, simple, graphic-led introduction to quantum physics.

Are you short of time but hungry for knowledge? This beginner’s quantum physics book proves that sometimes less is more. Bold graphics and easy-to-understand explanations make it the most accessible guide to quantum physics on the market.
...
©2021 LearnIT (support@pdfchm.net) - Privacy Policy