Scalable Representation Learning: On Data-scarcity, Uncertainty and Symmetry

Deep learning has experienced remarkable success in recent years, leading to significant advancements in various fields such as vision, natural language generation, complex game play, as well as solving difficult scientific problems such as predicting protein folding. Despite these successes, tradit...

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Bibliographic Details
Main Author: Loh, Charlotte Chang Le
Other Authors: Soljačić, Marin
Format: Thesis
Published: Massachusetts Institute of Technology 2024
Online Access:https://hdl.handle.net/1721.1/156614