Jean Bégaint

Senior Machine Learning Engineer at Apple

California, United States
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Summary

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Rockstar
Jean Bégaint is a Senior Machine Learning Engineer with 12 years of experience building production-grade ML systems, currently focused at Apple in California. He specializes in ML for video, applying scientific rigor to deliver seamless end-to-end solutions that bridge research and product requirements. His open-source contributions include test automation and entropy-model validation for CompressAI, a notable PyTorch library used in end-to-end compression research. Jean combines deep technical craftsmanship with a pragmatic focus on reliability, often improving test coverage and robustness in core model code. Colleagues describe him as someone who quietly strengthens foundations—catching edge-case failures before they reach production. He brings a practiced balance of research-minded experimentation and disciplined engineering execution.
code12 years of coding experience
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Github Skills (5)

pytest10
python10
testing10
machine-learning9
deep-learning9

Programming languages (3)

DockerfileVim scriptPython

Github contributions (5)

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InterDigitalInc/CompressAI

Jun 2020 - Aug 2021

A PyTorch library and evaluation platform for end-to-end compression research
Role in this project:
userSoftware Engineer (Test Automation)
Contributions:491 commits, 18 PRs, 89 pushes in 1 year 2 months
Contributions summary:Jean primarily focused on cleaning up the existing tests and adding new tests for the entropy models within the compressai library. This involved adding unit tests and addressing various potential issues. The changes included the addition of new test cases, as well as adjustments to test cases based on the findings within the core models.
pytorchpythonend-to-enddeep-learningcompression
jbegaint/mips

Sep 2013 - Dec 2013

Contributions:276 commits in 3 months
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Jean Bégaint - Senior Machine Learning Engineer at Apple