£91.03

Springer - Interpretability in Deep Learning Book

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£104.70 £89.66 £92.94 £96.22 £99.51 £102.79 £106.07 22 February 2026 09 March 2026 24 March 2026 08 April 2026 24 April 2026

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Description

Deep learning models often operate as black boxes, making it difficult to understand their decision-making processes. This book from Springer provides a comprehensive curation and exposition of recent research tools designed to improve the interpretability of these complex models. With a specific focus on neural network architectures, the text offers a deep dive into the methods used to make machine learning more transparent and understandable. Readers will find practical value through several case studies drawn from application-oriented articles. These studies cover essential fields such as computer vision, optics, and various machine learning topics. Whether you are looking for a detailed monograph on the most recent research or a structured textbook for graduate-level studies, this resource serves as a vital guide for the academic and professional community. This book is designed for scientists holding research, development, and application responsibilities. It provides the systematic knowledge needed to navigate the evolving landscape of neural network transparency and model analysis.

Key Features

Covers recent research tools for the interpretability of deep learning models with a focus on neural network architectures.

Includes practical case studies from application-oriented articles in computer vision and optics.

Serves as a comprehensive monograph for those studying the most recent topics in machine learning.

Functions as a detailed textbook suitable for graduate students in technical fields.

Provides systematic information for scientists involved in research, development, and application.

Product Specifications

Format
hardcover
Domain
Amazon UK
Release Date
01 May 2023
Listed Since
27 September 2022

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