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Deep Learning with Python

By Francois Chollet

Manning Publications
Paperback (384 pages)

Deep Learning with Python
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  • Deep Learning with Python introduces the field of deep learning using the Python language and the powerful Keras library. Written by Keras creator and Google AI researcher François Chollet, this book builds your understanding through intuitive explanations and practical examples.
  • About the Technology Machine learning has made remarkable progress in recent years. We went from near-unusable speech and image recognition, to near-human accuracy. We went from machines that couldn't beat a serious Go player, to defeating a world champion. Behind this progress is deep learning-a combination of engineering advances, best practices, and theory that enables a wealth of previously impossible smart applications.
Product Description:

Summary

Deep Learning with Python introduces the field of deep learning using the Python language and the powerful Keras library. Written by Keras creator and Google AI researcher François Chollet, this book builds your understanding through intuitive explanations and practical examples.

Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications.

About the Technology

Machine learning has made remarkable progress in recent years. We went from near-unusable speech and image recognition, to near-human accuracy. We went from machines that couldn't beat a serious Go player, to defeating a world champion. Behind this progress is deep learning—a combination of engineering advances, best practices, and theory that enables a wealth of previously impossible smart applications.

About the Book

Deep Learning with Python introduces the field of deep learning using the Python language and the powerful Keras library. Written by Keras creator and Google AI researcher François Chollet, this book builds your understanding through intuitive explanations and practical examples. You'll explore challenging concepts and practice with applications in computer vision, natural-language processing, and generative models. By the time you finish, you'll have the knowledge and hands-on skills to apply deep learning in your own projects.

What's Inside

  • Deep learning from first principles
  • Setting up your own deep-learning environment
  • Image-classification models
  • Deep learning for text and sequences
  • Neural style transfer, text generation, and image generation

About the Reader

Readers need intermediate Python skills. No previous experience with Keras, TensorFlow, or machine learning is required.

About the Author

François Chollet works on deep learning at Google in Mountain View, CA. He is the creator of the Keras deep-learning library, as well as a contributor to the TensorFlow machine-learning framework. He also does deep-learning research, with a focus on computer vision and the application of machine learning to formal reasoning. His papers have been published at major conferences in the field, including the Conference on Computer Vision and Pattern Recognition (CVPR), the Conference and Workshop on Neural Information Processing Systems (NIPS), the International Conference on Learning Representations (ICLR), and others.

Table of Contents

    PART 1 - FUNDAMENTALS OF DEEP LEARNING

  1. What is deep learning?
  2. Before we begin: the mathematical building blocks of neural networks
  3. Getting started with neural networks
  4. Fundamentals of machine learning
  5. PART 2 - DEEP LEARNING IN PRACTICE

  6. Deep learning for computer vision
  7. Deep learning for text and sequences
  8. Advanced deep-learning best practices
  9. Generative deep learning
  10. Conclusions
  11. appendix A - Installing Keras and its dependencies on Ubuntu
  12. appendix B - Running Jupyter notebooks on an EC2 GPU instance

Don't Make Me Think, Revisited: A Common Sense Approach to Web Usability (3rd Edition) (Voices That Matter)

By Steve Krug

New Riders Publishing
Paperback (216 pages)

Don t Make Me Think, Revisited: A Common Sense Approach to Web Usability (3rd Edition) (Voices That Matter)
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  • New Riders Publishing
Product Description:
Since Don’t Make Me Think was first published in 2000, hundreds of thousands of Web designers and developers have relied on usability guru Steve Krug’s guide to help them understand the principles of intuitive navigation and information design. Witty, commonsensical, and eminently practical, it’s one of the best-loved and most recommended books on the subject.

Now Steve returns with fresh perspective to reexamine the principles that made Don’t Make Me Think a classic–with updated examples and a new chapter on mobile usability. And it’s still short, profusely illustrated…and best of all–fun to read.

If you’ve read it before, you’ll rediscover what made Don’t Make Me Think so essential to Web designers and developers around the world. If you’ve never read it, you’ll see why so many people have said it should be required reading for anyone working on Web sites.


“After reading it over a couple of hours and putting its ideas to work for the past five years, I can say it has done more to improve my abilities as a Web designer than any other book.”
–Jeffrey Zeldman, author of Designing with Web Standards

 

Marijuana Grower's Handbook: Your Complete Guide for Medical and Personal Marijuana Cultivation

By Ed Rosenthal

PGW
Paperback (510 pages)

Marijuana Grower s Handbook: Your Complete Guide for Medical and Personal Marijuana Cultivation
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  • Quick American Publishing Co
Product Description:
The all new Marijuana Grower’s Handbook shows both beginners and advanced growers how to grow the biggest most resinous, potent buds! This book contains the latest knowledge, tools, and methods to grow great marijuana –indoors and out. Use the most efficient technology and save time, labor, and energy. Ed Rosenthal has been teaching people how to grow marijuana for more than 30 years. Let him help you cultivate bountiful buds and lots of them. With 500 pages of full color photos and illustrations, the book delivers all the basics that a novice grower needs, as well as scientific research for the experienced gardener. All aspects of cultivation are covered, from the selection of varieties, setting up of the garden, and through each stage of plant growth all the way to harvesting. Readers can link to Ed's research for additional information,photos,and equipment updates. Full color photographs throughout clarify instructions and show the stunning results possible with Ed's growing tips.

"Marijuana may not be addictive, but growing it is." -- Ed Rosenthal

Adobe Photoshop CC Classroom in a Book (2019 Release)

By Andrew Faulkner

Adobe Press
Released: 2018-12-06
Paperback (416 pages)

Adobe Photoshop CC Classroom in a Book (2019 Release)
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Product Description:

Creative professionals seeking the fastest, easiest, most comprehensive way to learn Adobe Photoshop choose Adobe Photoshop CC Classroom in a Book (2019 release) from Adobe Press. The 15 project-based lessons show key step-by-step techniques for working in Photoshop, including how to correct, enhance, and distort digital images, create image composites, and prepare images for print and the web.

 

In addition to learning the essential elements of the Photoshop interface, this revised edition for the 2019 release covers features like the new Frame tool, designing reflected and radial art with Paint Symmetry, correcting mistakes with updated Undo, Navigating the redesigned Home screen, removing objects with upgraded Content-Aware Fill, saving time with simplified editing and transformations, and much more!

 

The online companion files include all the necessary assets for readers to complete the projects featured in each chapter. All buyers of the book get full access to the Web Edition: A Web-based version of the complete ebook enhanced with video and multiple-choice quizzes.

 

Photoshop Elements 2019 For Dummies

By Barbara Obermeier

For Dummies
Released: 2018-11-06
Paperback (448 pages)

Photoshop Elements 2019 For Dummies
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Product Description:

Turn blah photos into dazzling images

Photoshop Elements offers enough of the power you’ll find in full Photoshop to make both basic and artistic edits to your photos. Photoshop Elements 2019 For Dummies helps you learn how to use Photoshop Elements to take your shots to stunning new heights!

Photoshop Elements 2019 For Dummies offers photographers of all skill levels the power to turn run-of-the-mill digital pictures into beautiful photographs. This friendly and helpful guidebook directs you on how to harness all the tools this powerful software has to offer.

  • Simple explanations for handling image editing
  • Steps for giving your photos a digital makeover
  • Ways to turn your photos into works of art 
  • Guidance on fixing your pics with one click

No matter if you're a photo editing newcomer looking for advice on making the most common fixes or an experienced editor in need of a road map to this version of Photoshop Elements, this book has you covered!

Fundamentals of Data Visualization: A Primer on Making Informative and Compelling Figures

By Claus O. Wilke

O'Reilly Media
Released: 2019-04-15
Paperback (390 pages)

Fundamentals of Data Visualization: A Primer on Making Informative and Compelling Figures
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Product Description:

Effective visualization is the best way to communicate information from the increasingly large and complex datasets in the natural and social sciences. But with the increasing power of visualization software today, scientists, engineers, and business analysts often have to navigate a bewildering array of visualization choices and options.

This practical book takes you through many commonly encountered visualization problems, and it provides guidelines on how to turn large datasets into clear and compelling figures. What visualization type is best for the story you want to tell? How do you make informative figures that are visually pleasing? Author Claus O. Wilke teaches you the elements most critical to successful data visualization.

  • Explore the basic concepts of color as a tool to highlight, distinguish, or represent a value
  • Understand the importance of redundant coding to ensure you provide key information in multiple ways
  • Use the book’s visualizations directory, a graphical guide to commonly used types of data visualizations
  • Get extensive examples of good and bad figures
  • Learn how to use figures in a document or report and how employ them effectively to tell a compelling story

Adobe Illustrator CC Classroom in a Book (2019 Release)

By Brian Wood

Adobe Press
Released: 2019-01-05
Paperback (480 pages)

Adobe Illustrator CC Classroom in a Book (2019 Release)
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Product Description:

Creative professionals seeking the fastest, easiest, most comprehensive way to learn Adobe Illustrator CC (2019 release) choose Adobe Illustrator CC Classroom in a Book (2019 release) from the best-selling series of hands-on software training workbooks from Adobe Press. The 15 project-based lessons show users the key techniques for realizing your creative potential with Adobe Illustrator CC. Following hands-on step-by-step projects, users create logos, illustrations, posters, and more. Explore the new streamlined Tools panel and all of the features essential for being creative in Illustrator, including working with the Shaper tool and Live Shapes along with dynamic symbols to streamline graphics creation. Create website assets and export them in multiple formats to support modern responsive web designs. From exacting illustration to free-form painting, you’ll build a strong foundation in Illustrator as you progress through the lessons.

 

The online companion files include all the necessary assets for readers to complete the projects featured in each. All buyers of the book get full access to the Web Edition: A Web-based version of the complete ebook enhanced with video and multiple-choice quizzes. 

Pattern Recognition and Machine Learning (Information Science and Statistics)

By Christopher M. Bishop

imusti
Hardcover (738 pages)

Pattern Recognition and Machine Learning (Information Science and Statistics)
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  • Springer
Product Description:

This is the first textbook on pattern recognition to present the Bayesian viewpoint. The book presents approximate inference algorithms that permit fast approximate answers in situations where exact answers are not feasible. It uses graphical models to describe probability distributions when no other books apply graphical models to machine learning. No previous knowledge of pattern recognition or machine learning concepts is assumed. Familiarity with multivariate calculus and basic linear algebra is required, and some experience in the use of probabilities would be helpful though not essential as the book includes a self-contained introduction to basic probability theory.

Product Roadmaps Relaunched: How to Set Direction while Embracing Uncertainty

By C. Todd Lombardo & Evan Ryan

O'Reilly Media
Paperback (272 pages)

Product Roadmaps Relaunched: How to Set Direction while Embracing Uncertainty
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Product Description:

A good product roadmap is one of the most important and influential documents an organization can develop, publish, and continuously update. In fact, this one document can steer an entire organization when it comes to delivering on company strategy.

This practical guide teaches you how to create an effective product roadmap, and demonstrates how to use the roadmap to align stakeholders and prioritize ideas and requests. With it, you’ll learn to communicate how your products will make your customers and organization successful.

Whether you're a product manager, product owner, business analyst, program manager, project manager, scrum master, lead developer, designer, development manager, entrepreneur, or business owner, this book will show you how to:

  • Articulate an inspiring vision and goals for your product
  • Prioritize ruthlessly and scientifically
  • Protect against pursuing seemingly good ideas without evaluation and prioritization
  • Ensure alignment with stakeholders
  • Inspire loyalty and over­-delivery from your team
  • Get your sales team working with you instead of against you
  • Bring a user­ and buyer-­centric approach to planning and decision-making
  • Anticipate opportunities and stay ahead of the game
  • Publish a comprehensive roadmap without over­committing



 
 



   

 
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