TY - BOOK AU - Monarch, Robert TI - Human-in-the-Loop Machine Learning: active learning and annotation for human - centered AI SN - 9781617296741 U1 - 006.3 PY - 2021/// CY - New York PB - Manning pub. KW - Artifitial intelligence KW - machin learning N2 - 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 -