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eminesu/README.md

Hi, I'm Emine Şevval 👋

Medical AI Researcher & Full-Stack Engineer
MSc in Data & Computer Science @ Heidelberg University · Zuse School ELIZA Scholar

LinkedIn Email


🧬 About me

I build machine learning systems for medical imaging and full-stack software for the web.

  • 🔬 Now: MSc student researching domain generalization for medical image segmentation (liver segmentation & fibrosis staging from multi-phase MRI) at Heidelberg University, in collaboration with DKFZ.
  • 🎓 Scholarship holder at the Konrad Zuse School of Excellence ELIZA (DAAD-funded).
  • 💻 Before that: 4 years as a Full-Stack Engineer at Garanti BBVA Technology, building Python/Django + Angular tools that automated security-team workflows.
  • 🌍 Based in Germany · working in English & Turkish, learning German.

📄 Featured research

Vendor-Robust Liver Segmentation and Fibrosis Staging from Multi-Phase MRI CARE 2026 Workshop, MICCAI 2026 (Strasbourg) — co-first author. nnU-Net · PyTorch · self-supervised (DINOv2) pretraining · leave-one-vendor-out evaluation.

🛠️ Tech stack

Python PyTorch TensorFlow NumPy Pandas
Django Flask Angular TypeScript C++
Git Docker Jenkins PostgreSQL

📊 GitHub stats

stats top langs


Open to roles in medical AI / healthcare imaging and full-stack engineering across Europe.

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  1. django-project-manager django-project-manager Public

    Django + HTMX project management app with authentication and role-based access control (Owner/Editor/Reader)

    Python

  2. mini-instructgpt-sft mini-instructgpt-sft Public

    Step 1 (Supervised Fine-Tuning) of the InstructGPT pipeline (Ouyang et al. 2022) on DistilGPT-2, with base-vs-SFT evaluation

    Jupyter Notebook

  3. breast-cancer-diagnosis breast-cancer-diagnosis Public

    EDA and ML classification on the Breast Cancer Wisconsin dataset — cross-validated models, ROC analysis, feature importance (best ROC-AUC 0.998)

    Jupyter Notebook

  4. medmnist-classifier-api medmnist-classifier-api Public

    Train a CNN on PneumoniaMNIST and serve it via a FastAPI + Docker inference API (train -> serve -> containerize)

    Python

  5. ssh-log-threat-detector ssh-log-threat-detector Public

    Dependency-free CLI that detects brute-force, user-enumeration and post-bruteforce compromise in SSH auth logs

    Python

  6. tweetcraft tweetcraft Public

    Generate short, catchy tweets from any topic using GPT-2 + a Gradio web UI

    Python