Deep Learning at Scale - Suneeta Mall

Deep Learning at Scale

Suneeta Mall

出版时间

2024-07-23

ISBN

9781098145286

评分

★★★★★

标签

计算机

书籍介绍

Bringing a deep-learning project into production at scale is quite challenging. To successfully scale your project, a foundational understanding of full stack deep learning, including the knowledge that lies at the intersection of hardware, software, data, and algorithms, is required.

This book illustrates complex concepts of full stack deep learning and reinforces them through hands-on exercises to arm you with tools and techniques to scale your project. A scaling effort is only beneficial when it's effective and efficient. To that end, this guide explains the intricate concepts and techniques that will help you scale effectively and efficiently.

目录
1. What Nature and History Have Taught Us About Scale
2. Deep Learning
3. The Computational Side of Deep Learning
4. Putting It All Together: Efficient Deep Learning
5. Distributed Systems and Communications

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