CORDIS Project
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This project investigates the mystery of generalization in machine learning, focusing on optimization algorithms used in training models. By identifying intrinsic properties and developing new methodologies, it aims to enhance the reliability and applicability of machine learning in critical fields like healthcare and…
Recent advances in the field of machine learning (ML) are revolutionizing an ever-growing variety of domains, ranging from statistical learning algorithms in computer vision and natural language processing all the way to reinforcement learning algorithms in autonomous driving and conversational AI.
However, many of these breakthroughs demonstrate phenomena that lack explanations, and sometimes even contradict conventional wisdom.
Perhaps the greatest mystery of modern ML---and arguably, one of…
TEL AVIV UNIVERSITY
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