Techniques for Interpretability and Transparency of Black-Box Models

The last decade witnessed immense progress in machine learning, which has been deployed in many domains such as healthcare, finance and justice. However, recent advances are largely powered by deep neural networks, whose opacity hinders people's ability to inspect these models. Furthermore, leg...

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Bibliographic Details
Main Author: Zhou, Yilun
Other Authors: Shah, Julie A.
Format: Thesis
Published: Massachusetts Institute of Technology 2023
Online Access:https://hdl.handle.net/1721.1/150171