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  • Interpretable Models

Interpretable Models

Cost-Sensitive Trees for Interpretable Reinforcement Learning

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

Accurate and Interpretable AI models: Towards Deployable AI

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

Interpretable AI

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

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Founded in 2024, the School brings together several faculty with expertise in various areas of Data Science and AI, to work together on impactful problems of direct relevance to the society.

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044 2257 8980
office@dsai.iitm.ac.in
6th Floor, New Academic Complex 2,
Indian Institute of Technology Madras,
Chennai-600036, India

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