Human-In-The-Loop Machine Learning : Active Learning and Annotation for Human-Centered AI
Language: English
Published by Manning Publications Jul 2021, 2021
- Softcover
- New
Seller: AHA-BUCH GmbH, Einbeck, GermanyAHA-BUCH GmbH
AbeBooks seller since August 14, 2006
Condition: New
US$ 97.41
Quantity: 1 available
Add to basketItem description from seller
Neuware - Robert Munro has built Annotation, Active Learning, and machine learning systems with machine learning-focused startups and with larger companies including Amazon, Google, IBM, and most major phone manufacturers. If you speak to your phone, if your car parks itself, if your music is tailored to your taste, or if your news articles are recommended for you, then there is a good chance that Robert contributed to this experience. Robert holds a PhD from Stanford focused on Human-in-the-Loop machine learning for healthcare and disaster response, and is a disaster response professional in addition to being a machine learning professional. A worked example throughout this text is classifying disaster-related messages from real disasters that Robert has helped respond to in the past.
Seller Inventory # 9781617296741
- Title
- Human-In-The-Loop Machine Learning : Active Learning and Annotation for Human-Centered AI
- Author
- Monarch
- Publisher
- Manning Publications Jul 2021
- Publication year
- 2021
- Condition
- Neu
- Binding
- Taschenbuch
- Language
- English
- ISBN 10
- 1617296740
- ISBN 13
- 9781617296741
- Item weight
- 796 grams
- Dimensions
- 233x185x25 mm
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.
About the technology
Machine learning applications perform better with human feedback. Keeping the right people in the loop improves the accuracy of models, reduces errors in data, lowers costs, and helps you ship models faster.
About the book
Human-in-the-Loop Machine Learning lays out methods for humans and machines to work together effectively. You’ll find best practices on selecting sample data for human feedback, quality control for human annotations, and designing annotation interfaces. You’ll learn to create training data for labeling, object detection, and semantic segmentation, sequence labeling, and more. The book starts with the basics and progresses to advanced techniques like transfer learning and self-supervision within annotation workflows.
What's inside
Identifying the right training and evaluation data
Finding and managing people to annotate data
Selecting annotation quality control strategies
Designing interfaces to improve accuracy and efficiency
About the author
Robert (Munro) Monarch is a data scientist and engineer who has built machine learning data for companies such as Apple, Amazon, Google, and IBM. He holds a PhD from Stanford.
Robert holds a PhD from Stanford focused on Human-in-the-Loop machine learning for healthcare and disaster response, and is a disaster response professional in addition to being a machine learning professional. A worked example throughout this text is classifying disaster-related messages from real disasters that Robert has helped respond to in the past.
Table of Contents
PART 1 - FIRST STEPS
1 Introduction to human-in-the-loop machine learning
2 Getting started with human-in-the-loop machine learning
PART 2 - ACTIVE LEARNING
3 Uncertainty sampling
4 Diversity sampling
5 Advanced active learning
6 Applying active learning to different machine learning tasks
PART 3 - ANNOTATION
7 Working with the people annotating your data
8 Quality control for data annotation
9 Advanced data annotation and augmentation
10 Annotation quality for different machine learning tasks
PART 4 - HUMAN–COMPUTER INTERACTION FOR MACHINE LEARNING
11 Interfaces for data annotation
12 Human-in-the-loop machine learning products
"Synopsis" may belong to another edition of this title.
About the Author
Robert holds a PhD from Stanford focused on Human-in-the-Loop machine learning for healthcare and disaster response, and is a disaster response professional in addition to being a machine learning professional. A worked example throughout this text is classifying disaster-related messages from real disasters that Robert has helped respond to in the past.
"About the title" may belong to another edition of this title.
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