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CAREER: Automated Machine Learning Compilation for Emerging Models and Platforms

US NSF grant open #nsf-2543593

Summary

As artificial intelligence becomes ubiquitous in our daily lives, there is a critical need to cost-effectively deploy AI models to diverse environments, such as data centers, smartphones, and web browsers. This project aims to bring a new AI/ML compiler toolchain to help accelerate and automate AI deployments. The project’s novelties are: i) a unified way to represent optimizations in AI models, ii) bringing AI agents together with domain expertise to optimize deployment, and iii) end-to-end solutions for automated model deployment. The project's impacts are three-fold. First, it makes AI/ML m

CAREER: Automated Machine Learning Compila…
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