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Thomas FerentinosTF
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Thomas Ferentinos

@thomasferentinos

Machine Learning Research Associate at International Hellenic University, extending GAN evaluation for imbalanced datasets across 14+ datasets.

Greece
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At International Hellenic University, I'm implementing GAN-based undersampling methods for class-imbalanced tabular datasets in the open-source ARTSyn framework. I'm also extending the ctdGAN evaluation pipeline to compare oversampling and undersampling across 14+ datasets.

I use PyTorch, scikit-learn, and imbalanced-learn to design and run these evaluations, with research targeting peer-reviewed publication.

At P&I Hellas, I maintain Linux-based production systems and administer PostgreSQL databases. I also automated workflows with Python and Bash and monitor systems using Grafana/Prometheus.

My projects include a TensorFlow/Keras CNN for pneumonia detection, CTGAN-based synthetic data generation, and an NLP pipeline for identifying duplicate Quora questions. I hold an M.Sc. in Data Science and an M.Eng. in Computer Science & Engineering.

Experience

Work history, roles, and key accomplishments

IU
Current

Machine Learning Research Associate

International Hellenic University

Nov 2025 - Present (10 months)

Implementing GAN-based undersampling methods for class-imbalanced tabular datasets within the open-source ARTSyn framework. Extending the ctdGAN evaluation pipeline to benchmark oversampling vs undersampling strategies across 14+ datasets using k-fold cross-validation.

PH
Current

Site Reliability Engineer

P&I Hellas

Jan 2020 - Present (6 years 8 months)

Maintained Linux-based production systems, improving reliability, performance, and scalability. Administered PostgreSQL databases and automated workflows using Python and Bash, while monitoring systems with Grafana/Prometheus.

Education

Degrees, certifications, and relevant coursework

AP

AWS Certified Cloud Practitioner

AWS Certified Cloud Practitioner, Cloud Practitioner

In progress certification for AWS Certified Cloud Practitioner.

International Hellenic University logoIU

International Hellenic University

Master of Science, Data Science

2023 - 2025

M.Sc. in Data Science from International Hellenic University, with thesis on confronting class-imbalance using Generative Adversarial Networks (GANs).

University of Ioannina logoUI

University of Ioannina

Master of Engineering, Computer Science & Engineering

2012 - 2018

M.Eng. in Computer Science & Engineering from University of Ioannina, with thesis on secure document storage using Blockchain technology.

FC

FastAPI - The Complete Course 2026

FastAPI - The Complete Course 2026, FastAPI

Completed the FastAPI - The Complete Course 2026 certification.

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