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Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications

Chip Huyen - Personal Name;

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Machine learning systems are both complex and unique. Complex because they consist of many different components and involve many different stakeholders. Unique because they're data dependent, with data varying wildly from one use case to the next. In this book, you'll learn a holistic approach to designing ML systems that are reliable, scalable, maintainable, and adaptive to changing environments and business requirements.

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 you


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14215
Available
Detail Information
Series Title
-
Call Number
6.31
Publisher
Islamabad : Al Hafiz Traders., 2022
Collation
386
Language
English
ISBN/ISSN
978-1098107963
Classification
6.31
Content Type
-
Media Type
-
Carrier Type
-
Edition
1st
Subject(s)
Computer Science Data Science
1. Computer Science 2. Software Engineering 3. Dat
Data Science Information Technology
Specific Detail Info
-
Statement of Responsibility
Chip Huyen
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