Matthijs Brouns

Head Of Engineering at CERRIX

Utrecht, Utrecht, Netherlands
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Summary

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Matthijs Brouns is a Head of Engineering with 11 years of experience building and scaling high-performance teams and architecting resilient SaaS platforms, currently leading engineering at CERRIX. He blends hands-on expertise in data, machine learning and software engineering with leadership roles ranging from CTO to Technical Lead and trainer, focusing on skills, tools, processes and autonomy to drive team performance. Matthijs has a strong background in ML engineering—contributing notable enhancements to the scikit-lego library that improve scikit-learn pipeline capabilities—and he designs practical data science curricula from his time at Xccelerated. A frequent speaker and community organizer (former PyData Amsterdam co-chair and PyData Global vice-chair), he actively shares knowledge across conferences and meetups. Trained in systems engineering and machine learning (Delft University of Technology and Coursera specializations), he combines academic rigor with pragmatism to turn complex problems into auditable, production-ready solutions.
code11 years of coding experience
job14 years of employment as a software developer
bookProbabilistic Graphical Models Specialization (Stanford), Probabilistic Graphical Models Specialization (Stanford) at Coursera
bookNatuur en Techniek, Natuur en Techniek at Gymnasium Camphusianum
bookMaster of Science (MS) Systems Engineering Policy Analysis and Management - Information Architecture, Master of Science (MS) Systems Engineering Policy Analysis and Management - Information Architecture at Delft University of Technology
languagesEnglish, Dutch, Spanish
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Github Skills (14)

transformers10
testing10
scikit-learn10
machine-learning10
python10
scikit10
api-design9
airflow9
django-signals6
celery6
time-series6
javascript6
cross-validation6
django6

Programming languages (8)

TypeScriptShellJavaScriptGoHTMLJupyter NotebookF#Python

Github contributions (5)

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koaning/scikit-lego

Mar 2019 - Sep 2021

Extra blocks for scikit-learn pipelines.
Role in this project:
userML Engineer / Data Scientist
Contributions:1 release, 41 reviews, 55 commits in 2 years 6 months
Contributions summary:Matthijs made significant contributions to the `scikit-lego` repository, primarily focusing on enhancing the library with new functionalities and improving its adherence to the scikit-learn API. They implemented the `EstimatorTransformer` and made modifications to existing transformers like `RandomAdder` and `RandomRegressor` to align with scikit-learn conventions. The user also added tests to ensure the compatibility and correctness of the implemented transformers and estimators, demonstrating a strong understanding of machine learning concepts and software development best practices. The work focuses on extending the capabilities of the library for scikit-learn pipelines.
pythondata-sciencemachine-learningscikit-learncommon-sense
MBrouns/pymc3

Apr 2018 - Jan 2020

Probabilistic Programming in Python: Bayesian Modeling and Probabilistic Machine Learning with Theano
Contributions:8 commits, 10 pushes, 5 branches in 1 year 9 months
pythontheanomachine-learningprobabilistic-programmingbayesian-statistics
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Matthijs Brouns - Head Of Engineering at CERRIX