Anant Jain
Co-Founder
Compose Labs, Inc.
location_on United States
Member since 5 months
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Anant Jain
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Anant Jain is a co-founder of Commonlounge.com, an educational platform with wiki-based short courses on topics like Machine Learning, Web Development, UX Design etc. Before Commonlounge, Anant co-founded EagerPanda which raised over $4M in venture funding and prior to that, he had a short stint at Microsoft Research as part of his undergrad.
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Adversarial Attacks on Neural Networks
20 Mins
Talk
Intermediate
Since 2014, adversarial examples in Deep Neural Networks have come a long way. This talk aims to be a comprehensive introduction to adversarial attacks including various threat models (black box/white box), approaches to create adversarial examples and will include demos. The talk will dive deep into the intuition behind why adversarial examples exhibit the properties they do — in particular, transferability across models and training data, as well as high confidence of incorrect labels. Finally, we will go over various approaches to mitigate these attacks (Adversarial Training, Defensive Distillation, Gradient Masking, etc.) and discuss what seems to have worked best over the past year.
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