Search Constraints

Start Over
Filtering by: Creator Sukhatme, Gaurav S. Remove constraint Creator: Sukhatme, Gaurav S. Contributor Anirudh, Rushil Remove constraint Contributor: Anirudh, Rushil Resource Type Dissertation Remove constraint Resource Type: Dissertation

Search Results

  • Characterizing and Addressing Dataset Shift with Deep Learning

    Creator:
    Olson, Matthew L.
    Abstract:
    This dissertation delves into understanding, characterizing, and addressing dataset shift in deep learning, a pervasive issue for deployed machine learning systems. Integral aspects of the problem are examined: We start with the use of counterfactual explanations in order to characterize the behavior of deep reinforcement learning agents in visual input...
    Resource Type:
    Dissertation
    Full Text:
    deviations (± std) for each case, and “G. S” refers to the greedy strategy that we use for alignment