Projects

Master’s degree

Thesis

• The random features p-spin Hopfield model 🔽 pdf

Laboratory experiences

• Biophysics laboratory: Studio dei siti di binding di complessi proteici e analisi dell’affinità di legame attraverso modelli di machine learning (Analysis with machine learning methods of binding sites in protein complexes) 🔽 pdf

• Computational physics - statistical mechanics: Simulazione Montecarlo di un ensamble NPT di Hard Boxes (Montecarlo simulation of an NPT ensemble of Hard Boxes) 🔽 pdf

Bachelor degree

Excellence program

• Theoretical study of Green method and numerical applications to real problems

  Green method to solve a one-dimensional oscillator with a general force applied 🔽 pdf

  Green method to solve the Laplacian equation of electric potential given a general charge distribution 🔽 pdf

• Montecarlo methods for statistical mecanics

  My first statistical mechanics numerical study: I analyzed the phase transition in 2-D Ising model 🔽 numerical phase transition

Thesis

• Modello di Vicsek topologico analizzato con tecniche di Machine Learning (Topological Vicsek model analyzed with Machine Learning methods). I performed parallel dynamics on GPUs of flock of birds and I used a DGCNN model to infer hidden parameters of simulations. 🔽 Thesis