Towards a Principled Understanding of Deep Learning

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Project Description

Deep learning models provide state of the art performance on many practical machine learning tasks. However, there is a large gapbetweenour theoretical / conceptual understanding and practice.The intern will work in one of the follow areas, depending on interest and background: - deep learning models- adversarial attacks and robustness- optimization for deep learning- generalization of deep learning- GANs- model compression
Program - Computer Science
Division - Computer, Electrical and Mathematical Sciences and Engineering
Field of Study - ​computer science, mathematics

About the
Researcher

Peter Richtarik

Peter Richtarik

Desired Project Deliverables

​Ideally contribution to a research paper​.