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[30] Dustin Tran - Probabilistic Programming for Deep Learning

The Thesis Review

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Navigating Uncertainty in Neural Networks

This chapter explores the speaker's PhD research on uncertainty and robustness in neural networks, highlighting the role of probabilistic modeling in understanding model predictions. The discussion reflects on the challenges of generalization in machine learning and offers valuable insights for new researchers about tackling significant problems rather than just focusing on publications.

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