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Boeing Distinguished Colloquium: Anima Anandkumar (CalTech)
WhenThursday, Oct 31, 2019, 4 – 5 p.m.
Campus locationSmith Hall (SMI)
Campus room205
Event typesLectures/Seminars

Title: Infusing Structure into Machine Learning Algorithms

Standard deep learning algorithms are based on a function-fitting approach that do not exploit any domain knowledge or constraints. This has several shortcomings: high sample complexity, and lack of robustness and generalization, especially under domain or task shifts. I will show several ways to infuse structure and domain knowledge to overcome these limitations, viz., tensors, graphs, symbolic rules, physical laws, and simulations.…
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