2024 – Current
Master's Degree in Data Science
University of Trento
Contact
Education
2020 – 2023
Bachelor's Degree in Cognitive Psychology
University of Trento
Experience
2023
University Research Assistant — Data Scientist (Internship)
Developed a Cognitive Network based on the items of the DASS questionnaire (Depression Anxiety Stress Scale) using Python and the EmoAtlas library to build a semantic-syntactic network. Performed graph analysis in R (degree, closeness, modularity, assortativity) and applied various clustering techniques to identify main conceptual communities. In the second phase, built a Psychometric Network using the EGAnet package to estimate the number of factors and assess their stability through bootstrap methods, comparing results with the theoretical structure of the DASS. Finally, conducted a comparative analysis between the two networks using the Jaccard Index, highlighting a significant overlap between semantic communities and psychometric factors.
Projects
Crop Disease Prediction and Alert System
The Crop Disease Prediction and Alert System is a comprehensive real-time agricultural monitoring platform designed to detect, predict, and alert on potential crop disease outbreaks.
CLIP Image Retrieval
A CLIP-based image retrieval system with ViT-L/14, Circle Loss, and advanced re-ranking & TTA for accurate visual search.
DocFinder
DocFinder is a local-first CLI for indexing and searching PDF documents using semantic embeddings stored in SQLite. Everything runs on your machine, no external services required.
Micro Learning
Micro Learning is a terminal-based application that generates True/False quizzes from PDF files. It extracts text from your study materials and uses AI to create interactive quizzes, helping you review and reinforce key concepts efficiently.
Publications
2023
Stanghellini, F., Perinelli, E., Lombardi, L., & Stella, M.
Introducing semantic loadings: Bridging cognitive network science with network psychometrics for understanding depression, anxiety and stress.
Skills
Programming
Python
R
Areas of Expertise
Machine Learning
Deep Learning
Statistics
Languages
Italian — Native language
English — B2
Certifications
Data Science Orientation
View certification: credly.com/badges/c88b20e9-80f5-4d3f-a477-089a92768664