Safety and Security of Deep Learning

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Dates : 10 April 2021 » 11 April 2021

Place : Providence, Rhode Island
United States

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Organizer : ICERM - The Institute for Computational and Experimental Research in Mathematics

Topic : Mathematics and Statistics; Applied Maths: Neural Networks and Artificial Intelligence, Machine Learning
Mathematics and Statistics; Computer science; Health and Medicine;
Keywords: Artificial Intelligence, Machine Learning, Mathematics, Neural Networks, Statistics, Medicine
Description :

Deep learning is profoundly reshaping the research directions of entire scientific communities across mathematics, computer science, and statistics, as well as the physical, biological and medical sciences . Yet, despite their indisputable success, deep neural networks are known to be universally unstable. That is, small changes in the input that are almost undetectable produce significant changes in the output. This happens in applications such as image recognition and classification, speech and audio recognition, automatic diagnosis in medicine, image reconstruction and medical imaging as well as inverse problems in general. This phenomenon is now very well documented and yields non-human-like behaviour of neural networks in the cases where they replace humans, and unexpected and unreliable behaviour where they replace standard algorithms in the sciences.


ICERM - The Institute for Computational and Experimental Research in Mathematics organises its event entitled Safety and Security of Deep Learning to be held from 10 April 2021 to 11 April 2021 in Providence, RI, United States. It covers various areas of Mathematics and Statistics including Applied Maths: Neural Networks and Artificial Intelligence, Machine Learning. For more information, visit the website of the conference or contact the organizer.
Add to calendar 2021-04-10 2021-04-11 Europe/London Safety and Security of Deep Learning https://www.sciencedz.net/en/conference/75123-safety-and-security-of-deep-learning Providence, RI - United States ICERM - The Institute for Computational and Experimental Research in Mathematics

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