Petr Šilling

Machine Learning Engineer at Elpro-Energo, s.r.o.

Brno, Southeast, Czechia
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Summary

👤
Senior
🎓
Top School
Petr Šilling is a Machine Learning Engineer and PhD researcher with nine years of experience applying deep learning to real-world problems in microscopy, healthcare, and industrial optimization. He combines production-focused engineering—building a transformer production cost optimiser and automating data pipelines at Red Hat—with cutting-edge R&D in electron microscopy image segmentation and stitching, work that won a Best Paper Award. At TESCAN he focuses on FIB-SEM segmentation and automated material composition analysis, while his academic projects include Transformer-based video understanding for surgical suturing. Comfortable moving models from research to production, he bridges rigorous mathematical modeling and practical software delivery. Outside the lab he maintains an active lifestyle, hinting at the discipline and persistence he brings to long-term research and engineering challenges.
code9 years of coding experience
job2 years of employment as a software developer
bookDoctor of Philosophy - PhD, Computer Science, Doctor of Philosophy - PhD, Computer Science at Brno University of Technology
bookInženýr (Ing.), Machine Learning, 1, Inženýr (Ing.), Machine Learning, 1 at Vysoké učení technické v Brně
languagesCzech, English, German
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Github Skills (39)

abstract-interpretation9
macbook-pro9
semantic9
kernel9
program-analysis8
touchbar8
static-analysis8
pendo7
specification7
react7
macos-big-sur6
dock6
widgets6
css-modules5
artifacts5

Programming languages (6)

JavaC++PLpgSQLJavaScriptSwiftPython

Github contributions (5)

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redhat-massages/rh-massages

Aug 2017 - Feb 2020

Red Hat massages management site
Contributions:8 releases, 3 PRs, 113 pushes in 2 years 6 months
site-managementred-hathat
PSilling/diffkemp

Aug 2019 - Apr 2022

Automatic static analysis of semantic difference of kernel configuration options
Contributions:108 pushes, 24 branches in 2 years 7 months
kerneloptionsabstract-interpretationstatic-analysissemantic
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