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Interpretability in Deep Learning

Über Interpretability in Deep Learning

This book is a comprehensive curation, exposition and illustrative discussion of recent research tools for interpretability of deep learning models, with a focus on neural network architectures. In addition, it includes several case studies from application-oriented articles in the fields of computer vision, optics and machine learning related topic. The book can be used as a monograph on interpretability in deep learning covering the most recent topics as well as a textbook for graduate students. Scientists with research, development and application responsibilities benefit from its systematic exposition.

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  • Sprache:
  • Englisch
  • ISBN:
  • 9783031206382
  • Einband:
  • Gebundene Ausgabe
  • Seitenzahl:
  • 488
  • Veröffentlicht:
  • 1. Mai 2023
  • Ausgabe:
  • 23001
  • Abmessungen:
  • 160x30x241 mm.
  • Gewicht:
  • 981 g.
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Beschreibung von Interpretability in Deep Learning

This book is a comprehensive curation, exposition and illustrative discussion of recent research tools for interpretability of deep learning models, with a focus on neural network architectures. In addition, it includes several case studies from application-oriented articles in the fields of computer vision, optics and machine learning related topic. The book can be used as a monograph on interpretability in deep learning covering the most recent topics as well as a textbook for graduate students. Scientists with research, development and application responsibilities benefit from its systematic exposition.

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