
Designing Machine Learning Systems
- Author Chip Huyen
- Narrator Kathleen Li
- Publisher Ascent Audio
- Publish Date 8 July 2025
- Run Time 12 hours and 55 minutes
- Format Audio
- Genre Artificial intelligence, Enterprise software, Machine learning, Mathematical theory of computation, Operational research.
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What to expect
Author Chip Huyen, cofounder 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; and developing responsible ML systems.
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