Human-in-the-Loop Machine Learning

• Verfasst von: Monarch, Robert (Munro) [VerfasserIn]
• Titel: Human-in-the-Loop Machine Learning
• Titelzusatz: active learning and annotation for human-centered AI
• Verf.angabe: Robert (Munro) Monarch
• Verlagsort: [Shelter Island, New York]
• Verlag: Manning Publications
• E-Jahr: 2021
• Jahr: [2021]
• Umfang: 1 online resource (1 audio file)
• Fussnoten: Machine-generated record
• Datenträger: Online-Ressource
• Sprache: eng
• Sach-SW: Apprentissage automatique
• Sach-SW: Intelligence artificielle
• Sach-SW: artificial intelligence
• Sach-SW: Audiobooks
• Sach-SW: Livres audio
• K10plus-PPN: 1907898832
• K10plus-PPN:
  Universitätsbibliothek
• Lokale URL UB: Zum Volltext
• Lokale URL UB: Bibliothek der Medizinischen Fakultät Mannheim der Universität Heidelberg
• Bibliothek/Idn: UW / m4611092445
• Lokale URL Inst.: Zum Volltext

Abstract

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.