Projects
uniVersal Empowerment with LLMs The technology landscape is being rapidly transformed by Large Language Models (LLMs), allowing users to address real-world applications in various domains. However, a digital divide exists that may exclude large populations from benefiting and contributing to…
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Astra is a compilation and execution framework that optimizes execution of a deep learning training job. Instead of treating the computation as a generic data flow graph, Astra exploits domain knowledge about deep learning training to adopt a custom approach…
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Project Sankie infuses data-driven techniques into engineering processes, development environments, and software lifecycles of large services.
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Today’s computing systems can be thought of as interventions in people’s work and daily lives. But what are the outcomes of these interventions, and how can we tune these systems for desired outcomes? In this project we are building methods…
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This project is at the intersection of programming languages and database systems. The goal of the project is to use programming languages techniques to analyze and optimize big-data queries. We show how program synthesis can be used to discover optimizations that…
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Patient-centred care and good communication between patients and healthcare providers has been shown to improve medical adherence. However, it is costly and difficult to provide, especially in Global Health settings where patient volumes are high and costs must be kept…
The Renewable Energy Mapping project uses geospatial machine learning to map and monitor renewable energy development at scale.
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A cloud and satellite-based CDN that delivers online content and services to the underserved through a human in the loop (e.g., a kiosk or small local retailer/SMB) to cover the last-mile content and internet-centric services delivery.
Refractive error is the most common eye disorder and is the key cause behind correctable visual impairment, responsible for nearly 80% of the visual impairment in the US. Refractive error can be diagnosed using multiple methods, including subjective refraction, retinoscopy,…