Fábio Ferreira

Machine Learning Scientist at ELLIS Institute Tübingen

Karlsruhe, Baden-Württemberg, Germany
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Summary

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Senior
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Fábio Ferreira is a machine learning scientist with 11 years of experience applying deep learning and meta-learning to real-world systems, currently working on multilingual LLM post-training and evaluation at the ELLIS Institute. He completed a PhD focused on meta-learning and synthetic data for automated pretraining and finetuning and has strong hands-on experience deploying ML to resource-constrained and embedded automotive systems from a long tenure at Akkodis. Fábio’s background spans academia and industry—visiting research at Stanford, an AWS applied research internship on cost-aware meta-ensembles, and research in robotic perception—giving him a rare combination of theoretical rigor and production-oriented engineering. Based in Karlsruhe, Germany, he pairs high-performance computing and distributed training know-how with practical experience teaching and open course material development, reflecting a commitment to knowledge sharing. An electrical engineering and telecommunications foundation underpins his systems-thinking approach to ML model design and deployment.
code11 years of coding experience
job11 years of employment as a software developer
bookMaster of Science Computer Science / Machine Learning, Master of Science Computer Science / Machine Learning at Karlsruhe Institute of Technology (KIT)
bookStaatl. gepr. Techniker (Elektrotechnik) Electrical Engineering and Signal Processing, Staatl. gepr. Techniker (Elektrotechnik) Electrical Engineering and Signal Processing at Gottlieb-Daimler-Schule 2 Sindelfingen
bookDr. rer. nat. Machine Learning, Dr. rer. nat. Machine Learning at The University of Freiburg
bookIT-Systemelektroniker (IHK) Telecommunications, IT-Systemelektroniker (IHK) Telecommunications at Deutsche Telekom AG
bookBachelor of Science Computer Science (with distinction), Bachelor of Science Computer Science (with distinction) at Karlsruhe University of Applied Sciences
bookComputer Science Machine Learning, Computer Science Machine Learning at Stanford University
languagesGerman, English, Portuguese
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Stackoverflow

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833reputation
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4answers
5questions
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Github Skills (125)

administrator10
plugin10
in-progress9
file-browser9
caddyserver9
google-api9
facebook-messenger-bot9
client-library8
mysql-client8
management8
browser8
javascript8
faunadb8
facebook8
js-client8

Programming languages (8)

TypeScriptCSSJavaScriptVueGoHTMLKotlinPython

Github contributions (5)

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upframe/internships

Nov 2018 - Dec 2018

🍕 Find tech related internships at startups across europe and start hustling.
Contributions:67 commits, 6 PRs, 57 pushes in 23 days
reactinternships
fabiofcferreira/lottie-scale

Jul 2019 - May 2020

Small JS package to scale Lottie animations
Contributions:18 commits, 4 PRs, 17 pushes in 10 months
javascript-libraryanimationjavascriptscalelottie-animation
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Fábio Ferreira - Machine Learning Scientist at ELLIS Institute Tübingen