Fan Lai

Research Scientist at University of Illinois Urbana-Champaign

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Summary

👤
Senior
Fan Lai is an Assistant Professor at UIUC who blends machine learning, systems, and computer networking to build scalable, efficient ML and data analytics platforms from the cloud to planetary scale. With eight years of research experience, including a PhD from the University of Michigan and visiting stints at Google (GenAI Systems) and Meta AI, he translates cutting-edge systems research into practical infrastructure for pervasive ML. His work emphasizes end-to-end efficiency and deployment at scale, bridging academic rigor with industry-driven problems. Based in Urbana, Illinois, he is notable for moving rapidly between academia and industry research labs, bringing production-minded perspectives to foundational systems challenges.
code8 years of coding experience
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Github Skills (17)

pytorch10
benchmark10
machine-learning10
hexo10
osdi10
deep-learning10
tensorflow10
federated-learning10
warmup10
cloud-computing8
computation8
spark7
federated6
big-data6
genai5

Programming languages (4)

SCSSScalaTeXPython

Github contributions (5)

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SymbioticLab/FedScale

Apr 2021 - Jan 2023

FedScale is a scalable and extensible open-source federated learning (FL) platform.
Contributions:58 reviews, 181 commits, 139 PRs in 1 year 9 months
federated-learningbenchmarkdatasetmachine-learningicml
SymbioticLab/ModelKeeper

Feb 2021 - Oct 2022

A Cluster-Wide Model Manager to Accelerate DNN Training via Automated Training Warmup
Contributions:86 commits, 1 push in 1 year 8 months
pytorchcloud-computingmachine-learning-systemsdeep-learningmachine-learning
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