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gummor/README.md

Data Scientist | Machine Learning | PhD in Sciences

With a PhD in Molecular Biology, I specialize in transforming high-dimensional, noisy data into actionable clinical and technological insights.


Tech Stack & Skills

  • Languages: Python, R
  • Data Science: Seurat, Scikit-learn, Pandas, NumPy, PyTorch, SciPy.
  • Specialties: Predictive Modeling (Supervised/Unsupervised), Dimensionality Reduction (PCA, t-SNE, UMAP), and Advanced Statistics.
  • Engineering & MLOps: Docker, FastAPI.

Featured Projects

Clinical Triage API: Pre-eclampsia Risk

Predict pre-eclampsia risk using physiological markers (Copeptin).

Built a Random Forest model, wrapped it in a FastAPI RESTful service, and containerized the entire environment with Docker. Scalable, environment-independent tool for real-time clinical decision support.

  • Python FastAPI Docker Scikit-Learn

Large-Scale scRNA-seq Data Integration

Identify hidden cellular patterns in massive, noisy single-cell RNA sequencing datasets.

Leveraged unsupervised learning and advanced dimensionality reduction to process high-dimensional sparse matrices.

Developed a robust pipeline for biological discovery in Big Data environments.

  • Big Data Clustering Dimensionality Reduction Bioinformatics

📫 Let's Connect!

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