Miguel Almeida

Data Scientist

Lisbon, Lisbon, Portugal
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Summary

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Senior
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Miguel Almeida is a Lisbon-based Data Scientist with 14 years of experience and a PhD in Computer Science, combining deep research credentials (around 20 peer-reviewed papers) with a decade of hands-on applied ML across NLP, fraud detection, and FMCG. He has led research teams and built production-ready solutions—from AutoML and low-latency fraud models to NLP toolkits used in the Lisbon Machine Learning Summer School—while remaining highly proficient in Python, Bash, SQL, AWS and containerization. Miguel’s background spans startups and enterprise environments where he bridges research and product, translating academic advances into robust, scalable features and operational workflows. Notably, he helped develop core probabilistic components in an open-source NLP toolkit, and as Head of Research at Feedzai he scaled an R&D function to impact product and commercial teams. He also consults and teaches, demonstrating an unusual blend of mentoring, strategic consultancy, and technical execution.
code13 years of coding experience
job9 years of employment as a software developer
bookAdvanced Training Degree Biophysics and Biomedical Engineering, Advanced Training Degree Biophysics and Biomedical Engineering at University of Lisbon
bookDoctor of Philosophy (PhD) Computer Science, Doctor of Philosophy (PhD) Computer Science at Teknillinen korkeakoulu-Tekniska högskolan
bookDoctor of Philosophy (PhD) Computer Science, Doctor of Philosophy (PhD) Computer Science at Instituto Superior Técnico
languagesPortuguese, English, French, Spanish
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Github Skills (19)

algorithm10
python10
machine-learning10
machine-learning-algorithms10
numpy10
naive-bayes10
spyder9
matrix9
ide9
neural-network9
perceptron9
nlp8
webserver6
lambda6
statistics6

Programming languages (5)

TypeScriptTeXHTMLJupyter NotebookPython

Github contributions (5)

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LxMLS/lxmls-toolkit

Jun 2012 - Aug 2014

Machine Learning applied to Natural Language Processing Toolkit used in the Lisbon Machine Learning Summer School
Role in this project:
userML Engineer
Contributions:53 commits, 3 comments, 5 issues in 2 years 1 month
Contributions summary:Miguel primarily contributed to the development and maintenance of machine learning components within the toolkit. Their work included implementing and correcting errors in Gaussian and Multinomial distributions, which are fundamental building blocks for various machine learning models. They also modified existing classifiers, such as Gaussian Naive Bayes and Perceptron, by correcting import statements and integrating these new distribution implementations.
nlpappliedsummer-schoolfairness-mllanguage-processing
Contributions:15 commits, 14 pushes, 1 branch in 2 months
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Miguel Almeida - Data Scientist