Platon Karpov

Sr. Machine Learning Engineer at Provectus

New York, New York, United States
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Summary

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Senior
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Top School
Platon Karpov is a Sr. Machine Learning Engineer in New York with nine years of experience bridging astrophysics, high-performance computing, and production ML for finance and healthcare. Trained as an astrophysicist with a PhD from UC Santa Cruz, he pioneered physics-informed ML for turbulence in core-collapse supernovae, open-sourcing an ML-to-Fortran integration pipeline (Sapsan) used to embed PyTorch models in legacy hydrodynamics codes. At Provectus he leads teams productionalizing GenAI, specializing in LLM research, tuning, continuous evaluation, RAG systems and hybrid knowledge-graph integrations. Equally comfortable on GPUs and supercomputers, he combines deep scientific modeling experience with pragmatic engineering to turn complex physics and regulatory use-cases into reliable, auditable ML deployments.
code9 years of coding experience
job2 years of employment as a software developer
bookUniversity of California Santa Cruz
bookBachelor of Science - BS, Physics, Astronomy, Mathematics, Bachelor of Science - BS, Physics, Astronomy, Mathematics at Stony Brook University
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Github Skills (21)

density-estimation9
application9
data-structures8
modeling8
autoencoder8
astrophysics8
pytorch7
llm7
vector-database7
machine-learning7
fine-tuning7
python7
gpt6
embedding6
collapse6

Programming languages (2)

PythonFortran

Github contributions (5)

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pikarpov/sapsan-web

Jul 2020 - Aug 2022

Contributions:9 commits, 2 pushes in 2 years 1 month
pikarpov-LANL/COLLAPSO1D

Jul 2020 - Mar 2023

Embedding 3D Turbulence into 1D Core-Collapse Supernovae with ML
Contributions:191 commits, 10 PRs, 5 pushes in 2 years 8 months
pytorchcollapseautoencoderdeep-learningmachine-learning
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