Publications
Trees have emerged as the most popular choice of intrinsically interpretable models to represent policies in reinforcement learning. However, directly learning a tree policy poses challenges, prompting existing …
Tags:
Interpretable Models
Blogs
A self-driving car bumps into a lamppost. A doctor prescribes the wrong treatment to a patient based on an AI-based diagnostic tool. A missile is misfired by an AI-based defense system. An unfair decision provided by a …
Tags:
Machine Learning, Model Agnostic Technique, Interpretable models
Blogs
--Prof. Cynthia Rudin--
For quite a long time, researchers and the public were thrilled by the wonders of machine learning. However, over the period of time, the community realized that the machine learning models …
Tags:
Interpretable models, Machine Learning, Artificial Intelligence, Blackbox Models