num_pages: 416
description: The authors clear visual style provides a comprehensive look at whats currently possible with artificial neural networks as well as a glimpse of the magic thats to come.Tim Urban author of Wait But Why Fully Practical Insightful Guide to Modern Deep Learning Deep learning is transforming software facilitating powerful new artificial intelligence capabilities and driving unprecedented algorithm performance. Deep Learning Illustrated is uniquely intuitive and offers a complete introduction to the disciplines techniques. Packed with full-color figures and easy-to-follow code it sweeps away the complexity of building deep learning models making the subject approachable and fun to learn. World-class instructor and practitioner Jon Krohnwith visionary content from Grant Beyleveld and beautiful illustrations by Agla Bassenspresents straightforward analogies to explain what deep learning is why it has become so popular and how it relates to other machine learning approaches. Krohn has created a practical reference and tutorial for developers data scientists researchers analysts and students who want to start applying it. He illuminates theory with hands-on Python code in accompanying Jupyter notebooks. To help you progress quickly he focuses on the versatile deep learning library Keras to nimbly construct efficient TensorFlow models; PyTorch the leading alternative library is also covered. Youll gain a pragmatic understanding of all major deep learning approaches and their uses in applications ranging from machine vision and natural language processing to image generation and game-playing algorithms. Discover what makes deep learning systems unique and the implications for practitioners Explore new tools that make deep learning models easier to build use and improve Master essential theory: artificial neurons training optimization convolutional nets recurrent nets generative adversarial networks (GANs) deep reinforcement learning and more Walk through building interactive deep learning applications and move forward with your own artificial intelligence projects Register your book for convenient access to downloads updates and/or corrections as they become available. See inside book for details.
language: English
title: Deep Learning Illustrated: A Visual, Interactive Guide to Artificial Intelligence
publisher: Addison-Wesley Professional