Learning TensorFlow.js: Powerful Machine Learning in JavaScript - Softcover

Laborde, Gant

Softcover

ISBN 10: 1492090794 ISBN 13: 9781492090793

Publisher: O'Reilly Media, 2021

Synopsis

Given the demand for AI and the ubiquity of JavaScript, TensorFlow.js was inevitable. With this Google framework, seasoned AI veterans and web developers alike can help propel the future of AI-driven websites. In this guide, author Gant Laborde (Google Developer Expert in machine learning and the web) provides a hands-on end-to-end approach to TensorFlow.js fundamentals for a broad technical audience that includes data scientists, engineers, web developers, students, and researchers.

You'll begin by working through some basic examples in TensorFlow.js before diving deeper into neural network architectures, DataFrames, TensorFlow Hub, model conversion, transfer learning, and more. Once you finish this book, you'll know how to build and deploy production-ready deep learning systems with TensorFlow.js.

• Explore tensors, the most fundamental structure of machine learning
• Convert data into tensors and back with a real-world example
• Combine AI with the web using TensorFlow.js
• Use resources to convert, train, and manage machine learning data
• Build and train your own training models from scratch

About this title

About the Author

Gant Laborde is a proud New Orleans native and adventurous engineer. His accolades include being an owner of Infinite Red, mentor, adjunct professor, published author, and award-winning speaker. As a developer for over 20 years, he has spoken at hundreds of conferences and trained numerous developers. As a Google Developer Expert in both machine learning and the web, he covers TensorFlow.js from multiple perspectives to make the concept approachable. Follow Gant’s adventures at http://gantlaborde.com/

From the Back Cover

"What Gant has done with this book is to cut to the chase and teach you the important stuff you need to know while keeping you firmly within the web developer role, using JavaScript and the browser"

- Laurence Moroney (Lead AI Advocate, Google)

"Learning TensorFlow.js enables you to take your first steps with TensorFlow.js, allowing any JavaScript developer to gain superpowers in their next web application and beyond"

- Jason Mayes (Senior Developer Relations Engineer for TensorFlow.js, Google)

"Gant's ability to navigate explaining complexities of machine learning while avoiding the pitfalls of complicated mathematics is uncanny, and you'd be hard-pressed to find a better introduction to data science using JavaScript"

- Lee Warrick (Full Stack JavaScript Developer)

Edition details

• Publisher: O'Reilly Media
• Publication date: 2021
• Language: English
• ISBN 10: 1492090794
• ISBN 13: 9781492090793
• Binding: Paperback
• Edition number: 1
• Number of pages: 338