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Interpretability in Deep Learning

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Gebonden, blz. | Engels
Springer International Publishing | e druk, 2023
ISBN13: 9783031206382
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Springer International Publishing e druk, 2023 9783031206382
€ 192,99
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Samenvatting

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.

 

 

Specificaties

ISBN13:9783031206382
Taal:Engels
Bindwijze:gebonden
Uitgever:Springer International Publishing

Inhoudsopgave

<p>Chapter 1. Introduction.- Chapter 2. Neural networks for deep learning.- Chapter 3. Knowledge Encoding and Interpretation.- Chapter 4. Interpretation in Specific Deep Learning Architectures.- Chapter 5. Fuzzy Deep Learning.</p><p></p>

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        Interpretability in Deep Learning