Ngoc Tran

Principal Data Scientist (AI ML)

Dublin, Ireland
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Summary

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Rockstar
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Ngoc Tran is a Principal Data Scientist based in Dublin with 15+ years of AI/ML experience and a PhD in Computer Science from Leiden University. Currently leading GenAI and LLM initiatives at Mastercard, she combines director-level product impact with deep research expertise cultivated as a staff engineer at IBM Research where she worked on AI security, AutoAI and federated learning. Her background spans startup and enterprise environments, including AI and big data work in Silicon Valley and contributions to high-profile open-source tooling such as the Adversarial Robustness Toolbox. Known for bridging fundamental research and production systems, she frequently translates security-aware ML innovations into robust backend implementations. Her academic track record and public CVs underscore a consistent focus on trustworthy, deployable AI rather than purely theoretical work.
code9 years of coding experience
job14 years of employment as a software developer
bookDoctor of Philosophy - PhD, Computer Science, Doctor of Philosophy - PhD, Computer Science at Leiden University
languagesEnglish
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Github Skills (6)

pytorch10
machine-learning10
tensorflow10
python10
code-documentation9
adversarial-attacks9

Programming languages (1)

Python

Github contributions (5)

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Adversarial Robustness Toolbox (ART) - Python Library for Machine Learning Security - Evasion, Poisoning, Extraction, Inference - Red and Blue Teams
Role in this project:
userBack-end Developer & ML Engineer
Contributions:167 reviews, 1338 commits, 51 PRs in 3 years 8 months
Contributions summary:Ngoc contributed to various modules related to classifiers, specifically updating code in several Python files for PyTorch, Scikit-learn, and TensorFlow. These changes included the application of preprocessing and postprocessing steps within the classifiers and adding functionality to apply these steps to various types of models. The user also updated documentation and addressed comments from reviewers to improve code clarity and robustness. These contributions improve the functionality of the model in the repo.
extractionpythonfairness-mlrobustnessadversarial-machine-learning
minhitbk/data-science

Jun 2016 - Mar 2025

Contributions:24 pushes, 1 branch in 8 years 9 months
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Ngoc Tran - Principal Data Scientist (AI ML)