Deep Learning Illustrated : A Visual, Interactive Guide to Artificial Intelligence

Deep Learning Illustrated : A Visual, Interactive Guide to Artificial Intelligence


"This book is a stunning achievement, written with precision and depth of understanding. It entertains you and gives you lots of interesting information at the same time. I could never imagine understanding and gaining scientific knowledge, namely 'Deep Learning' can be this much fun! Reading the book is a pleasure and I highly recommend it."
-maryamkhakpour, O'Reilly Online Learning (Safari) Reviewer
"This title is a great resource for those looking to understand deep learning. The illustrations are helpful and aid in cementing a richer understanding of the content, and the background context surrounding biological motivations for the tools and techniques enables a greater appreciation of the field. I enthusiastically recommend this book to any and all who are interested in the topic of deep learning."
-vincepetaccio, O'Reilly Online Learning (Safari) Reviewer
Deep learning is transforming software, facilitating powerful new artificial intelligence capabilities, and driving unprecedented algorithm performance. Deep Learning Illustrated is uniquely visual, intuitive, and accessible, and yet offers a comprehensive introduction to the discipline's techniques and applications. Packed with full-color applications and easy-to-follow code, it sweeps away much of the complexity of building deep learning models, making the subject approachable and fun to learn.

World-class instructor and practitioner Jon Krohn-with crucial material from Grant Beyleveld and beautiful illustrations by Aglae Bassens-presents straightforward analogies to explain what deep learning is, why it has become so popular, and how it relates to other machine learning approaches. He also offers a practical reference and tutorial for developers, data scientists, researchers, analysts, and students who want to start applying it. He covers essential theory with as little mathematics as possible, preferring to illuminate concepts with hands-on Python code and practical "run-throughs" in accompanying Jupyter notebooks. To help you progress quickly, he focuses on the versatile, high-level deep learning library Keras to nimbly construct efficient TensorFlow models; PyTorch, the leading alternative library, is also covered.

You'll 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, deep feedforward networks, 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 product for convenient access to downloads, updates, and/or corrections as they become available. See inside the book for more information.
Pearson IT Certification, and Sander Van Vugt have no affiliation with Red Hat, Inc. The RED HAT and RHCSA trademarks are used for identification purposes only and are not intended to indicate affiliation with or approval by Red Hat, Inc.

Similar Books

ISBN 10: 1492032646
ISBN 13: 9781492032649

15 Oct 2019
Aurelien Geron

ISBN 10: 0134845625
ISBN 13: 9780134845623

01 Nov 2019
Mark Fenner

ISBN 10: 0262537559
ISBN 13: 9780262537551

10 Sep 2019
John D. Kelleher

ISBN 10: 0956372813
ISBN 13: 9780956372819

01 Apr 2019
James V Stone

ISBN 10: 0198822510
ISBN 13: 9780198822516

01 Nov 2018
Timothy Williamson

ISBN 10: 026203803X
ISBN 13: 9780262038034

23 Oct 2018
Terrence J. Sejnowski

ISBN 10: 1943657157
ISBN 13: 9781943657155

28 Apr 2017
Professor of Philosophy Richard Tieszen

ISBN 10: 0135172381
ISBN 13: 9780135172384

01 Jan 2020
Laura Harding Graesser

ISBN 10: 1492041653
ISBN 13: 9781492041658

30 Nov 2019
Aileen Nielsen

ISBN 10: 1617294438
ISBN 13: 9781617294433

26 Dec 2017
Francois Chollet

ISBN 10: 1492041130
ISBN 13: 9781492041139

01 Jun 2019
Joel Grus

ISBN 10: 0262035618
ISBN 13: 9780262035613

18 Apr 2017
Yoshua Bengio