Publications
Research work focused on real-world AI delivery, fairness, and decision intelligence.
2 Publications2021 - 2025Thesis Research
Master ThesisCompleted Oct 2025
Federated Learning for Healthcare: Evaluating Client Contribution and Fairness with Heterogeneous Medical Data
Master's thesis on federated learning in non-IID healthcare settings, with emphasis on client contribution analysis, fairness, and robust collaborative model behavior.
Institution
Friedrich Alexander Universität Erlangen-Nürnberg
Study Period
Oct 2022 - Dec 2025
Federated LearningHealthcare AIFairnessPyTorch
Bachelor ThesisCompleted Mar 2021
Automatic Personality Recognition System Using Time-Distributed CNN
Bachelor thesis focused on asynchronous video-interview analysis for OCEAN trait inference using deep learning and time-distributed convolutional architectures.
Institution
Anna University
Study Period
Aug 2017 - Apr 2021
Computer VisionDeep LearningTime-Distributed CNNPersonality Recognition