Chandra Reddy

Smart-ML: A System for Machine Learning Model Exploration using Pipeline Graph

2020

In this paper, we describe an overarching ML system with a simple programming interface that leverages existing AI and ML frameworks to make the task of model exploration easier. The proposed system introduces a new …

Multi-polytope Machine for Classification

2024 · Society for Industrial and Applied Mathematics eBooks

In numerous machine learning applications, there is a preference for classifiers characterized by a polyhedral description, as they are intended for utilization within optimization frameworks or for interpretability purposes. Here, we present a structured classifier …