TY - BOOK AU - Monarch,Robert (Munro) AU - Manning,Christopher D. TI - Human in the loop machine learning: active learning and annotation for human-centered AI / SN - 9781617296741 AV - Q 325.5 M66.2021 PY - 2021///, CY - Shelter Island, NY : PB - Manning Publications, KW - Machine learning KW - Aprendizaje automático (Inteligencia artificial) KW - Human-computer interaction KW - Interacción hombre-computadoras N1 - Incluye índice N2 - This book 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 ER -