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Shahabed/README.md

Hi, I'm Shahab 👋

Applied mathematician turned data scientist, based in Berlin. I build ML systems and data pipelines — mostly in Python, occasionally with a lot of math involved.

What I'm into - 👀

  • 📊 Statistical learning — Bayesian inference, survival analysis, shrinkage methods
  • ⚛️ Quantum systems — my PhD was on light-matter interaction in quantum networks (yes, with Python)
  • 🔗 Causal inference — currently my main rabbit hole
  • 🧪 Drug discovery pipelines — what I spent two years building at a pharma spin-off

Currently working on - 🌱

  • Implementing methods from Statistical Inference
  • Adding my PhD simulation code to GitHub
  • Learning DoWhy and DAG-based causal modeling

Stack

Python NumPy SciPy Pandas Scikit-learn PyMC Statsmodels PySpark Keras

Pinned Loading

  1. bioimage-gfp-nucleus-cytoplasm-analysis bioimage-gfp-nucleus-cytoplasm-analysis Public

    Python pipeline for quantifying GFP nuclear translocation in microscopy images (BBBC013 dataset). Segments nuclei/cytoplasm, computes GFP intensity ratios, and performs dose-response analysis for d…

    Python

  2. Drug-Discovery-ML Drug-Discovery-ML Public

    A repository for the collected algorithms, developed for data analysis, data mining, and machine learning.

    Python

  3. generative-vs-predictive-ai generative-vs-predictive-ai Public

    A technical and business overview of Generative vs Predictive AI — architectures, use cases, and decision frameworks for practitioners

  4. Quantum-Theory-PhD Quantum-Theory-PhD Public

    Numerical simulation of quantum light-matter interaction in cascaded cavity systems | PhD thesis · TU Berlin · QuTiP

    Python

  5. Statistical-Inference Statistical-Inference Public

    Implementations of modern statistical methods from classical and frequentist theory | bootstrap, empirical Bayes, shrinkage, LASSO · Python

    Python

  6. Soil-and-Content-Impact-ML Soil-and-Content-Impact-ML Public

    Two reusable ML pipelines: Soil Organic Carbon prediction from NIR spectroscopy (regression + PCA/VIF) and News Article Impact classification from metadata. Strong emphasis on preprocessing, featur…

    Python