Deep Learning in the Browser

This book covers the crossroads of web development and deep learning. Both technologies are beginning to meet, and this honeymoon will produce new fantastic applications that you cannot even imagine yet.

In this book you will see how to use the main JavaScript deep learning frameworks and web programming in the browser with the capture of inputs and the WebGL implementation. Deep learning in the browser is currently at an embryonic stage, but this is the best time to bet on it before it becomes a giant, and this book will get you in on the action.

Are you ready to embark on the adventure?

Table of Contents

Chapter 1. Introduction to deep learning
Chapter 2. Neural network architectures
Chapter 3. Deep learning frameworks for JavaScript
Chapter 4. JavaScript Fundamentals for Deep Learning
Chapter 5. GPU acceleration with WebGL
Chapter 6. Extracting data from the browser
Chapter 7. Recipes for advanced data manipulation
Chapter 8. Building applications with TensorFlow.js