Ege S. - AI Research Collaborator

Berlin, Germany

Experience

Sep 2024 - Oct 2025

1 year 2 months

Contributed to the Karakutu project, developing AI-driven tools to analyze news in Turkey.
Assisted in web scraping, applied NER for entity extraction, and built interactive filtering interfaces (Vue.js, Plotly.js) for entity and location based search.
Performed sentiment and content-shift analysis to detect editorial influence in modified news articles.

Jan 2024 - Jun 2024

6 months

Built digital twin models for urban green spaces, forecasting CO2 emissions, water use, and air quality improvements.
Utilized AWS S3 for large-scale data retrieval and storage, and developed geospatial analysis models using Python, GeoPandas, and Shapely.

Apr 2021 - Dec 2022

1 year 9 months

Berlin, Germany

Implemented and evaluated U-Net and Deep U-Net architectures for 3D implant-treatment segmentation on clinical data from Charité, establishing baseline performance for deterministic models.
Designed and developed a novel probabilistic segmentation framework integrating Gaussian Processes with deep networks to produce high-resolution, uncertainty-aware predictions.
Built end-to-end training and validation pipelines and conducted comparative benchmarking against Probabilistic U-Net and PhiSeg.
Achieved state-of-the-art quantitative performance while overcoming prior models’ resolution limitations, improving segmentation reliability in anatomically ambiguous regions.