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Explainable Deep Learning AI - Methods and Challenges (Paperback)
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Explainable Deep Learning AI - Methods and Challenges (Paperback)
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Explainable Deep Learning AI: Methods and Challenges presents the
latest works of leading researchers in the XAI area, offering an
overview of the XAI area, along with several novel technical
methods and applications that address explainability challenges for
deep learning AI systems. The book overviews XAI and then covers a
number of specific technical works and approaches for deep
learning, ranging from general XAI methods to specific XAI
applications, and finally, with user-oriented evaluation
approaches. It also explores the main categories of explainable AI
- deep learning, which become the necessary condition in various
applications of artificial intelligence. The groups of methods such
as back-propagation and perturbation-based methods are explained,
and the application to various kinds of data classification are
presented.
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