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CAREER: Efficient Scheduling for Machine Learning Training and Inference via the Gittins I — NSF Award to Cornell University (NY,

Artificial Intelligence (AI) is becoming increasingly ubiquitous, but with that ubiquity comes a sharp increase in data center energy consumption. This project will develop new algorithms that enable highly efficient training and deployment of AI models, contributing to the United States' strategic advantage in AI capa

Award titleCAREER: Efficient Scheduling for Machine Learning Training and Inference via the Gittins I
Award ID2544452
AwardeeCornell University
CityITHACA
StateNY
Amount obligated$451,594
Principal investigatorZiv Scully
ProgramComm & Information Foundations
Start date04/15/2026
AbstractArtificial Intelligence (AI) is becoming increasingly ubiquitous, but with that ubiquity comes a sharp increase in data center energy consumption. This project will develop new algorithms that enable highly efficient training and deployment of AI models, contributing to the United States' strategic advantage in AI capabilities. On the training side, the new algorithms will make smarter decisions about how to explore the vast design space of possible AI models, discovering higher-quality models w
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