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mungowz/README.md

Alfredo Mungari

Data Scientist · Machine Learning · Software Engineer

Based in Naples, Italy. Currently completing an MSc in Applied Computer Science (Machine Learning & Big Data) at the University of Naples "Parthenope" (Expected: April 2026), after graduating BSc with 110/110 Summa Cum Laude with Special Mention.


Current Work & Research

  • Master's Thesis (CI&SS Lab): Researching and implementing conditional generative models (Diffusion Models) applied to tabular data generation and synthetic data augmentation.
  • Explainable AI (XAI): Applying Feature Importance analysis and XAI techniques to ensure interpretability and transparency of complex predictive models.
  • Data Mining: Extracting association rules via Market Basket Analysis to identify recurring patterns in large-scale datasets.

Background

  • Research Intern at the National Research Council (CNR), where I developed AUDO4RIAS — a tool to automate the molecular docking process using bioinformatics libraries.
  • Programming Tutor (2023–2025) at the University of Naples "Parthenope", supporting 30+ students per semester on C/C++ algorithms and data structures.

Tech Stack

Languages: Python C C++ SQL Java

Machine Learning & Data Science: PyTorch Scikit-Learn Pandas NumPy Generative AI XAI

Tools & Environment: Linux Git Conda CUDA


Contact

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