Ege (Sirin) P.

AI Research Collaborator

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Berlin, Germany

Experience

Sep 2024 - Oct 2025
1 year 2 months

AI Research Collaborator

NPO

  • 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

Data Scientist (Intern)

Green Unified Scenarios

  • 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

Deep Learning Researcher

Zuse Institute Berlin

  • 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.

Summary

Machine Learning Research Engineer and AI professional with expertise in probabilistic modeling and deep learning. Skilled in developing scalable Artificial Intelligence models for computer vision, bridging research innovation with practical deployment.

Skills

  • Programming: Python, Sql, Bash, Latex (Basic Understanding Of C++, Haskell)
  • Machine Learning & Deep Learning: Pytorch, Tensorflow, Scikit-learn, Transformers (Bert), Hugging Face, Tensorboard
  • Computer Vision & Medical Imaging: Opencv, Nibabel, 3d Slicer (Basic)
  • Data Analysis & Visualization: Numpy, Pandas, Geopandas, Shapely, Matplotlib, Plotly.js
  • Development & Web Tools: Fastapi, Docker, Git, Postgresql, Aws S3, Linux, Vue.js

Languages

Turkish
Native
English
Advanced
German
Intermediate

Education

Oct 2021 - Dec 2023

Freie Universität Berlin

Master in Mathematics · Mathematics · Berlin, Germany

Oct 2014 - Jun 2018

Istanbul Bilgi University

Bachelor in Mathematics · Mathematics · İstanbul, Turkey

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