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Human-in-the-Loop Machine Learning: Active learning, annotation, and human-computer interaction

Human-in-the-Loop Machine Learning: Active learning, annotation, and human-computer interaction
Paperback
Author:
Robert Munro
Publisher:
Manning Publications
Release Date:
2020
ISBN-10:
1617296740
ISBN-13:
9781617296741
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About Human-in-the-Loop Machine Learning: Active learning, annotation, and…

Human-in-the-Loop Machine Learning lays out methods for humans and machines to work together effectively. Summary Most machine learning systems that are deployed in the world today learn from human feedback. However, most machine learning courses focus almost exclusively on the algorithms, not the human-computer interaction part of the systems. This can leave a big knowledge gap for data scientists working in real-world machine learning, where data scientists spend more time on data management than on building algorithms. Human-in-the-Loop Machine Learning is a practical guide to optimizing the entire machine learning process, including techniques for annotation, active learning, transfer learning, and using machine learning to optimize every step of the process. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the…

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