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Human in the loop machine learning : active learning and annotation for human-centered AI / Robert (Munro) Monarch, foreword by Christopher D. Manning.

Por: Colaborador(es): Tipo de material: TextoTextoEditor: Shelter Island, NY : Manning Publications, 2021Fecha de copyright: ©2021Edición: Primera ediciónDescripción: xxiii, 399 páginas : ilustraciones, gráficas ; 24 cmTipo de contenido:
  • texto
Tipo de medio:
  • sin mediación
Tipo de soporte:
  • volumen
ISBN:
  • 9781617296741
Tema(s): Clasificación LoC:
  • Q 325.5 M66.2021
Resumen: 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.
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Libros Biblioteca Francisco Xavier Clavigero Acervo Acervo General Q 325.5 M66.2021 (Navegar estantería(Abre debajo)) ej. 1 Disponible UIA207775

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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.