Projects
The emergence of IoT and Machine Learning (ML) has seen an increase in systems that deploy sensors to collect data and analyze the data using ML algorithms in the cloud. However, running the ML classifiers directly on the IoT device has…
Consider the following scenario: two hospitals, each having sensitive patient data, must compute statistical information about their joint data. Privacy regulations forbid them from sharing data in the clear with any entity. So, can they compute this information while keeping…
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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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We are re-thinking how systems can be designed to empower Artificial Intelligence (AI)/deep learning researchers, developers and users. Deep Learning Model Training One example is the Gandiva cluster scheduler project. Deep learning training jobs are compute-hungry. Thus, they are typically…
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We are re-thinking how systems can be designed to empower Artificial Intelligence (AI)/Deep learning researchers, developers and users. Deep Learning Model Training One example is the Gandiva cluster scheduler project. Deep learning training jobs are compute-hungry. Thus, they are typically…
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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…
CodeTalk is a VisualStudio plugin that systematically addresses barriers in discoverability, navigability, alertability and glanceability.
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This project explores the impact of different forms of money and financial technologies on financial inclusion for low and variable income communities. It includes a number of interrelated initiatives from understanding the impact of digital money on auto-rickshaw drivers loan payments…
Project Rocket’s goal is to democratize video analytics: build a system for real-time, low-cost, accurate analysis of live videos. This system will work across a geo-distributed hierarchy of intelligent edges and large clouds, with the ultimate goal of making it…