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Designing Machine Learning Systems 1st Edition by Chip Huyen PDF

نویسنده: Chip Huyen

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Author Chip Huyen, co-founder of Claypot AI, considers each design decision–such as how to process and create training data, which features to use, how often to retrain models, and what to monitor–in the context of how it can help your system as a whole achieve its objectives. The iterative framework in this book uses actual case studies backed by ample references.

This book will help you tackle scenarios such as:

Engineering data and choosing the right metrics to solve a business problem
Automating the process for continually developing, evaluating, deploying, and updating models
Developing a monitoring system to quickly detect and address issues your models might encounter in production
Architecting an ML platform that serves across use cases
Developing responsible ML systems