TY  - BOOK
AU  - Monarch, Robert (Munro) 
AU  - Monarch, Christopher D .
TI  - Human-in-the-Loop Machine Learning: Active learning and annotation for human-centered AI 
SN  - 9781638351030
U1  - 006.31 M.R.H 2021 23
PY  - 2021///
CY  - New York City
PB  - Manning
KW  - Machine learning
KW  - Human-computer interaction
KW  - Active learning.
N1  - Includes bibliographical references and index.; 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

ER  -