I am a University Teaching Assistant with five years of professional experience spanning Java full-stack software development and data science. My work focuses on designing and delivering robust, scalable software systems, as well as developing and deploying machine learning solutions with strong MLOps practices. I am particularly interested in the end-to-end machine learning lifecycle—data collection and governance, feature engineering, model training and evaluation, reproducible experimentation, CI/CD for ML, deployment, monitoring, and continuous improvement. I place strong emphasis on the correct and responsible use of data, ensuring methodological rigor, reliability, and maintainability in both research- and production-oriented contexts. I enjoy bridging academic perspectives with real-world engineering constraints to deliver high-quality, impactful solutions.
ASYNCHRONOUS FEDERATED LEARNING: CONVERGENCE AND PERFORMANCE IN HETEROGENEOUS ENVIRONMENTS DAN-GABRIEL BADEA , STEFAN- DAN CIOCIRLAN, RAZVAN VICTOR RUGHINIS, Dinu Țurcanu, UNIVERSITY POLITEHNICA OF BUCHAREST SCIENTIFIC BULLETIN SERIES C-ELECTRICAL ENGINEERING AND COMPUTER SCIENCE POLYTECHNIC UNIV BUCHAREST, 2024, 001380943300002
Practical Benchmark of Open-Source MLOps Platforms: Comparing MLflow, Metaflow and ZenML Across Model Type DAN-GABRIEL BADEA , Damian MONEA, Lilia Sava, Proceedings Roedunet IEEE International Conference , 2025, 10.1109/RoEduNet68395.2025.11208376
Temperance: Adversary Emulation Framework DAN-GABRIEL BADEA , Sabin POCRIS, Dinu Țurcanu, Proceedings Roedunet IEEE International Conference , 2025, 10.1109/RoEduNet68395.2025.11208385
Practical Benchmark of Open-Source MLOps Platforms: Comparing MLflow, Metaflow and ZenML Across Model Type DAN-GABRIEL BADEA , Damian MONEA, Lilia Sava, Proceedings Roedunet IEEE International Conference , 2025, 10.1109/RoEduNet68395.2025.11208376
Temperance: Adversary Emulation Framework DAN-GABRIEL BADEA , Sabin POCRIS, Dinu Țurcanu, Proceedings Roedunet IEEE International Conference , 2025, 10.1109/RoEduNet68395.2025.11208385
ASYNCHRONOUS FEDERATED LEARNING: CONVERGENCE AND PERFORMANCE IN HETEROGENEOUS ENVIRONMENTS DAN-GABRIEL BADEA , STEFAN- DAN CIOCIRLAN, RAZVAN VICTOR RUGHINIS, Dinu Țurcanu, UNIVERSITY POLITEHNICA OF BUCHAREST SCIENTIFIC BULLETIN SERIES C-ELECTRICAL ENGINEERING AND COMPUTER SCIENCE POLYTECHNIC UNIV BUCHAREST, 2024, 001380943300002
