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34 videos found
TILOS Seminar: Learning in the Presence of Distribution Shifts: How does the Geometry of Perturbations Play a Role?
01:06:24
TILOS Seminar: Learning in the Presence of Distribution Shifts: How does the Geometry of Perturbations Play a Role?
4views
Foundations,
Machine Learning,
TILOS Seminar Series
deep learning,
machine learning,
perturbation geometry,
robustness
TILOS Seminar: Geometric Mechanics, Information Geometry, Accelerated Optimization and ML
01:05:28
TILOS Seminar: Geometric Mechanics, Information Geometry, Accelerated Optimization and ML
6views
Foundations,
Machine Learning,
TILOS Seminar Series
geometric mechanics,
information geometry,
machine learning
TILOS Seminar: MCMC vs. Variational Inference for Credible Learning and Decision Making at Scale
00:53:29
TILOS Seminar: MCMC vs. Variational Inference for Credible Learning and Decision Making at Scale
3views
Foundations,
TILOS Seminar Series
MCMC methods,
variational inference
TILOS Seminar: A Mixture of Past, Present, and Future with Arya Mazumdar, Associate Professor, UC San Diego
01:03:14
TILOS Seminar: A Mixture of Past, Present, and Future
5views
Foundations,
TILOS Seminar Series
heterogeneity,
mixture models,
supervised learning,
unsupervised learning
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This project is supported by the U.S. National Science Foundation under CCF-2112665. Any opinions, findings, conclusions, or recommendations expressed in this material are those of the authors and do not necessarily reflect the views of the U.S. National Science Foundation.

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