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HANNOVER MESSE 2019, 01 - 05 April
Homepage>Conference program >Diagnostic Tools for Interpreting Deep Neural Networks
SCIENCE|SQUARE - Innovation and Highlights of Research and Technology

Diagnostic Tools for Interpreting Deep Neural Networks

Location & Language

Hall 2, Stand B40

Language

German

Event Details

Type of event

Lecture

Topic

Machine Learning, Research & Technology

Session

Event Host

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Description

Deep neural networks have become a popular tool for implementing intelligent systems. Their inherent black-box nature, however, remains a major drawback, compounded by increasing network complexity which is expected to approach that of real brains in the near future. For safety verification and to build user and public confidence, it is crucial to comprehend how complex neural networks react to certain inputs, process information, and make decisions – especially in critical applications like autonomous driving or medicine.
We develop diagnostic tools tailored to this purpose, partly inspired by research methods from cognitive neuroscience.
As a demonstration, we show how a deep learning based speech recognition system works internally.

Speaker

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