Paweł Biernat
Staff AI Researcher at Ingenix.ai
Krakow, Lesser Poland Voivodeship
Summary
👤
Senior🎓
Top SchoolPaweł Biernat is a Staff AI Researcher with 17 years of experience applying mathematics, physics and bioinformatics to clinical and biological problems across academia, R&D and client-facing roles. He builds and deploys robust ML systems—from Bayesian and classical models for small, high-dimensional clinical cohorts to deep learning and generative models for proteins and sequencing data—backed by strong production practices (Docker, Kubernetes, DVC, MLflow). Paweł has led interdisciplinary teams and authored company-wide ML packages, combining hands-on model development (NumPyro, JAX, PyTorch, Hugging Face, AlphaFold2) with rigorous model verification and tailored cross-validation. He’s comfortable moving projects from exploratory research to large-scale pipelines and deployment, and has a PhD in Mathematics that informs his emphasis on principled, reproducible methods. A less obvious strength is his track record of integrating formal numerical and probabilistic techniques (variational inference, MCMC, differential-equation methods) into practical bioinformatics tools used in production.
17 years of coding experience
11 years of employment as a software developer
Doctor of Philosophy (Ph.D.) Mathematics, Doctor of Philosophy (Ph.D.) Mathematics at Jagiellonian University
English, Polish, German
Github Skills (198)
programming-language10
dataflow10
python10
complex-numbers10
mcmc10
automation10
infrastructure10
transcriptomics10
orchestration10
bayesian-inference10
prefect10
scikit10
statistics10
julialang10
interval-arithmetic10
Programming languages (9)
Github contributions (5)
JuliaODE/ODE.jl
Oct 2015 - Sep 2016
Assorted basic Ordinary Differential Equation solvers
Contributions:133 commits, 16 PRs, 103 pushes in 11 months
equationdifferentialequationsordinary-differential-equationsddesolvers
pwl/fpde
Apr 2011 - Nov 2011
Contributions:175 commits, 3 issues in 6 months
fortranpdepde-solversolver
Find and Hire Top DevelopersWe’ve analyzed the programming source code of over 60 million software developers on GitHub and scored them by 50,000 skills. Sign-up on Prog,AI to search for software developers.