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Python Deep Learning - Second Edition
book

Python Deep Learning - Second Edition

by Ivan Vasilev, Daniel Slater, Gianmario Spacagna, Peter Roelants, Valentino Zocca
January 2019
Intermediate to advanced
386 pages
11h 13m
English
Packt Publishing

Overview

Dive into the fascinating world of deep learning with "Python Deep Learning". This book provides you with a comprehensive understanding of neural network architectures and their implementation using popular Python frameworks like TensorFlow and PyTorch. By exploring practical examples, you'll gain the skills to tackle a variety of challenges in AI, from natural language processing to computer vision.

What this Book will help me do

  • Understand the theoretical foundations behind neural networks and deep learning systems.
  • Apply convolutional networks and capsule networks to solve computer vision problems.
  • Explore generative models like GANs and variational autoencoders for image generation tasks.
  • Develop natural language processing solutions using recurrent networks and attention-based architectures.
  • Learn reinforcement learning concepts to train AI agents to interact in complex environments.

Author(s)

This book has been authored by a group of experienced professionals and academics specializing in artificial intelligence, machine learning, and software engineering. Their cumulative expertise covers advanced applications of deep learning techniques across industries and education. Their professional experience ensures a practical and insightful learning journey in advanced neural network theory and application.

Who is it for?

This book is perfect for data scientists and machine learning engineers looking to expand their knowledge into the field of deep learning. Intermediate to advanced readers who have programming experience in Python and a foundational understanding of machine learning concepts will benefit the most. It's also for professionals taking their first steps into AI applications in areas such as NLP, computer vision, and reinforcement learning. Anyone with a curiosity about modern advancements in artificial intelligence is welcome to explore the book.

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Publisher Resources

ISBN: 9781789348460Supplemental Content