ENGLISH

Deep Learning at Scale: At the Intersection of Hardware, Software, and Data

By Suneeta Mall

Book information

Publisher
O'Reilly Media
Year
2024
ISBN
9781098145286
Language
english
Format
EPUB
Filesize
16 MB (16369237 bytes)
Pages
484\0
Orientation
landscape
Paginated
yes
Scanned
no
Time added
2024-06-21 18:37:32

Description

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. You'll gain a thorough understanding of: How data flows through the deep-learning network and the role the computation graphs play in building your modelHow accelerated computing speeds up your training and how best you can utilize the resources at your disposalHow to train your model using...

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