The WebGPU Sourcebook: High-Performance Graphics and Machine Learning in the Browser

The WebGPU Sourcebook: High-Performance Graphics and Machine Learning in the Browser
Author: Matthew Scarpino (Author)
Publisher finelybook 出版社:‏ CRC Press
Edition 版本:‏ 1st
Publication Date 出版日期:‏ 2024-10-02
Language 语言: English
Print Length 页数: 374 pages
ISBN-10: 1032726679
ISBN-13: 9781032726670

Book Description

The WebGPU Sourcebook: High-Performance Graphics and Machine Learning in the Browser explains how to code web applications that access the client’s graphics processor unit, or GPU. This makes it possible to render graphics in a browser at high speed and perform computationally intensive tasks such as machine learning. By taking advantage of WebGPU, web developers can harness the same performance available to desktop developers.

The first part of the book introduces WebGPU at a high level, without graphics theory or heavy math. The chapters in the second part are focused on graphical rendering and the rest of the book focuses on compute shaders.

This book walks through several examples of WebGPU usage. It also:

• Discusses the classes and functions defined in the WebGPU API and shows how they’re used in practice.

• Explains the theory of graphical rendering and shows how to implement rendering inside a web application.

• Examines the theory of neural networks (machine learning) and shows how to create a web application that trains and executes a neural network.