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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.
Tipo de material: TextoEditor: Shelter Island, NY : Manning Publications, 2021Fecha de copyright: ©2021Edición: Primera ediciónDescripción: xxiii, 399 páginas : ilustraciones, gráficas ; 24 cmTipo de contenido:- texto
- sin mediación
- volumen
- 9781617296741
- Q 325.5 M66.2021
Tipo de ítem | Biblioteca actual | Colección | Signatura topográfica | Copia número | Estado | Fecha de vencimiento | Código de barras | |
---|---|---|---|---|---|---|---|---|
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.