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About Designing Deep Learning Systems: A software engineer’s guide
A vital guide to building the platforms and systems that bring deep learning models to production.In Designing Deep Learning Systems you will learn how Deep learning systems are the components and infrastructure essential to supporting a deep learning model in a production environment. Written especially for software engineers with minimal knowledge of deep learning’s design requirements, Designing Deep Learning Systems is full of hands-on examples that will help you transfer your software development skills to creating these deep learning platforms. You’ll learn how to build automated and scalable services for core tasks like dataset management, model training serving, and hyperparameter tuning. This book is the perfect way to step into an exciting–and lucrative–career as a deep learning engineer.Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications.About the technologyTo be practically usable, a deep learning model must be built into a software platform. As a software engineer, you need a deep understanding of deep learning to create such a system. Th is book gives you that depth.About the bookDesigning Deep Learning A software engineer’s guide teaches you everything you need to design and implement a production-ready deep learning platform. First, it presents the big picture of a deep learning system from the developer’s perspective, including its major components and how they are connected. Then, it carefully guides you through the engineering methods you’ll need to build your own maintainable, efficient, and scalable deep learning platforms.What’s insideAbout the readerFor software developers and engineering-minded data scientists. Examples in Java and Python.About the authorChi Wang is a principal software developer in the Salesforce Einstein group. Donald Szeto was the co-founder and CTO of PredictionIO.Table of Contents1 An introduction to deep learning systems2 Dataset management service3 Model training service4 Distributed training5 Hyperparameter optimization service6 Model serving design7 Model serving in practice8 Metadata and artifact store9 Workflow orchestration10 Path to production
Detailed Information
| Author: | Chi Wang |
|---|---|
| Publication Year: | 2023 |
| ISBN: | 9781633439863 |
| Pages: | 362 |
| Language: | English |
| File Size: | 15 |
| Format: | |
| Price: | FREE |
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