Gabriel Preda

Principal Data Scientist

Bucharest, Romania
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Summary

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Senior
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Gabriel Preda is a Principal Data Scientist at Endava with nine years in industry and a deep academic foundation (PhD in Computational Electromagnetics) that informs his pragmatic approach to AI and MLOps. A multi-time Kaggle Grandmaster and Google Developer Expert, he specializes in turning research-grade models into transparent, production-ready, and cost-effective systems—especially agentic and on-device AI. He architects solutions across the Google AI ecosystem (Gemini, Gemma, MedGemma) and advocates local model deployment to cut latency and cloud spend. His background spans founding R&D startups, lecturing at university, and leading cross-functional teams, which gives him both entrepreneurial grit and production delivery experience. He publishes practical how-to guidance (author of Developing Kaggle Notebooks) and is notable for candidly sharing real-world failures alongside fixes to accelerate adoption. Based in Bucharest, he blends deep learning research, systems engineering, and operational savvy to bridge Kaggle-winning prototypes and enterprise-scale AI products.
code9 years of coding experience
job22 years of employment as a software developer
bookAnnée Spéciale en Informatique et Mathématiques Appliquées, Computer Science, Année Spéciale en Informatique et Mathématiques Appliquées, Computer Science at Ecole Nationale Supérieure d'Informatique et de Mathématiques Appliquées de Grenoble / ENSIMAG
bookPOLITEHNICA București National University for Science and Technology
languagesEnglish, French, Japanese, Romanian, German
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Github Skills (31)

lime10
exploratory-data-analysis10
tidymodels10
r-language10
predictive-modeling10
cross-validation10
jupyter9
xgboost9
python9
machine-learning9
kaggle9
lightgbm9
jupyter-notebook9
data-visualization9
dataframes8

Programming languages (2)

Jupyter NotebookPython

Github contributions (5)

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gabrielpreda/gabrielpreda

Jul 2020 - Oct 2024

Contributions:18 pushes, 1 branch in 4 years 3 months
gabrielpreda/generative_ai

Sep 2023 - Mar 2025

Kaggle Notebooks, Utility Scripts using Generative AI tools to check new models, fine tune models, test with various prompts, create Retrieval Augmented Generation solutions, AI Agents, to automate processes etc.
Contributions:91 PRs, 166 pushes, 2 branches in 1 year 5 months
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Gabriel Preda - Principal Data Scientist