Ege (Sirin) Paksoy
AI Research Collaborator
Experience
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.
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.
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.
Industries Experience
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Experienced in Healthcare (1.5 years), Media and Entertainment (1 year), Government and Administration (0.5 years), and Utilities (0.5 years).
Business Areas Experience
The graph below provides a cumulative view of the freelancer's experience across multiple business areas, calculated from completed and active engagements. It highlights the areas where the freelancer has most frequently contributed to planning, execution, and delivery of business outcomes.
Experienced in Information Technology (3 years) and Research and Development (3 years).
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
Education
Freie Universität Berlin
Master in Mathematics · Mathematics · Berlin, Germany
Istanbul Bilgi University
Bachelor in Mathematics · Mathematics · İstanbul, Turkey
Profile
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