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Achievement: YOLOAchievement: Pull SharkAchievement: Quickdraw

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GiovanniIacuzzo/README.md

Neural Architecture Banner

Hi, I'm Giovanni Iacuzzo

🔬 Ph.D. Student in Artificial Intelligence
🎓 M.Sc. in Artificial Intelligence & Cybersecurity

📍 Kore University of Enna

“At the crossroad of mathematical modeling, operator learning, and evolutionary optimization.”

Research Focus

My research focuses on Scientific Machine Learning (SciML), Continuous & Evolutionary Optimization, and LLM Robustness. I design data-driven models constrained by physical laws and mathematical rigor to tackle complex engineering systems.

Mathematical Foundations

CONTINUOUS VARIATIONAL FLOW

$$ \ddot{x}(t) + \frac{\gamma}{t} \dot{x}(t) + \nabla f(x(t)) = 0 $$

“Optimization is not a destination, but a trajectory through energy landscapes.”

Research Fuel

Coffee animation

Connect & Collaborate

Open for discussions on mathematical modeling, deep learning architectures, and research collaborations.

Pinned Loading

  1. SemEval-2027-Task-1 SemEval-2027-Task-1 Public

    Python

  2. SemEval-2026-Task-13 SemEval-2026-Task-13 Public

    Unified solution for SemEval-2026 Task 13: GenAI Code Detection & Attribution. A modular framework covering Subtasks A (Detection), B (Authorship), and C (Mixed-Source Analysis), designed to distin…

    Python 10 2

  3. Esame-Machine-Learning Esame-Machine-Learning Public

    Medical image classification of skin lesions using PyTorch and scikit-learn. Combines a Deep Learning pipeline (Convolutional Autoencoder + neural classifier) with a hybrid approach leveraging Visi…

    Python 11 1

  4. GitScore-Dashboard GitScore-Dashboard Public

    Transform GitHub data into actionable insights with a Flask + ML dashboard: user analysis, automatic scoring, contact management, and integrated emails.

    Python 10

  5. Classification-instruments Classification-instruments Public

    Automatic classification of musical instruments from audio spectrograms using CNN, Vision Transformer (ViT) embeddings, XGBoost, and Random Forest. Includes feature extraction, model comparison, an…

    Jupyter Notebook 10

  6. Optimization-Image-Registration Optimization-Image-Registration Public

    3D MRI image registration project leveraging PSO and CPSO to optimize affine transformations, maximizing alignment accuracy using Mutual Information and RMSE metrics.

    MATLAB 11