Luke Prince

Research Scientist at Graphcore

Bristol, England, United Kingdom
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Summary

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Senior
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Top School
Luke Prince is a research scientist with 11 years of experience at the intersection of machine learning and neuroscience, currently advancing ML research at Graphcore. He transitioned from probing neural dynamics in academic labs (PhD at Bristol, postdocs at U of Toronto and Mila) to building models and systems that make accelerators and compilers more effective for intelligent workloads. Comfortable discussing chips, compilers, matmuls, and search, he combines deep domain knowledge of brain data analysis with practical ML engineering for hardware-aware research. Based in Bristol, he brings a rare blend of computational neuroscience intuition and production-facing ML expertise, often thinking about numeric and system-level trade-offs that most researchers overlook.
code11 years of coding experience
job2 years of employment as a software developer
bookMaster of Science (MSc), Artificial Intelligence, Master of Science (MSc), Artificial Intelligence at The University of Edinburgh
bookBachelor of Science (BSc) (Hons), Psychology, 1st, Bachelor of Science (BSc) (Hons), Psychology, 1st at University College London, U. of London
bookJohn Hampden Grammar School
bookDoctor of Philosophy (PhD), Neural Dynamics, Doctor of Philosophy (PhD), Neural Dynamics at University of Bristol
languagesEnglish, German
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Stackoverflow

Stats
13reputation
563reached
0answers
1question
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Github Skills (67)

python10
deep-learning10
gpu10
gpu-acceleration10
acceleration10
numpy10
neural-network10
tensor10
hierarchical10
machine-learning10
code-generation9
triton9
autograd9
tensorflow9
visual-question-answering8

Programming languages (6)

C++HTMLJupyter NotebookMLIRMATLABPython

Github contributions (5)

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IPU-specific extensions to PopTorch
Contributions:31 reviews, 50 commits, 11 PRs in 20 days
ipupytorch
lyprince/hierarchical_lfads

Oct 2019 - Dec 2021

Pytorch implementation of lfads, and hierarchical extension
Contributions:49 commits, 18 PRs, 52 pushes in 2 years 2 months
pytorchhierarchicalpytorch-implementation
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Luke Prince - Research Scientist at Graphcore