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F3z11/README.md

Hi 👋, I'm Federico

Data Science Student | Statistical Thinker

Double Master’s student in Data Science at the University of Padua and Universitat Politècnica de Catalunya, with a background in Statistics and Information Management and a strong focus on applied machine learning and experimental rigor.

  • 🔭 I’m currently:

    • Maintaining and improving open-source ML implementations on GitHub, including methods such as Friedman's Regularized Discriminant Analysis.
  • 🎓 Education:

    • Double Master Degree in Data Science – University of Padua & Universitat Politècnica de Catalunya (2024 – current).
    • BSc in Statistics and Information Management – University of Milan-Bicocca.
  • 🧪 Some recent projects and research:

    • Benchmarked 20+ categorical encoders on 10+ tabular datasets in supervised learning, with a strong emphasis on reproducibility and rigorous evaluation.
    • Implemented distributed k-means (Lloyd’s algorithm) and a fair variant in PySpark, plus streaming frequency estimation with Count-Min Sketch vs Count Sketch.
    • Built NLP pipelines with Transformers, BERT, and RAG for tasks like text classification, fake-news detection, and domain-specific question answering.
  • 💡 What I enjoy:

    • Turning messy, real-world data into clear insights and robust models, from implementation of ML algorithms to recommender systems and optimization.
    • Bridging theory and practice through open, reproducible experiments and clean, well-documented code.
  • 📫 How to reach me:

    • Email: fez.cle@gmail.com
    • LinkedIn: linkedin.com/in/federicoclericii
    • GitHub: github.com/F3z11

Languages and Tools

python pandas scikit_learn seaborn mysql

Also working with: R, SQL, SAS, Apache Spark/PySpark, Jupyter, VS Code, Tableau, Git/GitHub.

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  1. RegularizedDiscriminantAnalysis RegularizedDiscriminantAnalysis Public

    A Python implementation of the Regularized Discriminant Analysis

    Python 1