Overall | 14 Bachelor students & 9 Master students
Academic Year 2025 | 1 Bachelor student
Automazione della stima dei residui colturali tramite Deep Learning: un approccio basato sulla segmentazione semantica
University of Udine, Italy
Bachelor Thesis in Computer Science Candidate: Samuele Marcato Supervisor: Prof. Giuseppe Serra Co-supervisor(s): Dr. Alex Falcon, Dr. Beatrice Portelli
Academic Year 2024 | 2 Bachelor students & 1 Master student
Multi-label classification of fish diseases using deep convolutional neural networks
University of Udine, Italy
Bachelor Thesis in Internet of Things, Big Data, Machine Learning Candidate: Edoardo Busolini Supervisor: Prof. Giuseppe Serra Co-supervisor(s): Dr. Beatrice Portelli
Artificial Intelligence for Precision Agriculture: Semantic Segmentation of Crop Fields Using Deep Learning
University of Udine, Italy & University of Klagenfurt, Austria
Master Thesis in Artificial Intelligence & Cybersecurity Candidate: Federico Dittaro Supervisor: Prof. Giuseppe Serra Co-supervisor(s): Dr. Alex Falcon, Dr. Beatrice Portelli, Prof. Kyamakya Kyandoghere
Multi-label classification of fish diseases using deep convolutional neural networks
University of Udine, Italy
Bachelor Thesis in Computer Science Candidate: Franco Illuminati Supervisor: Prof. Giuseppe Serra Co-supervisor(s): Dr. Beatrice Portelli, Dr. Daniele Lizzio Bosco
Academic Year 2023 | 4 Bachelor students & 3 Master students
Previsione dell’Engagement su Instagram Attraverso Tecniche di Machine Learning
University of Udine
Bachelor Thesis in Computer Science Candidate: Lorenzo Baroni Supervisor: Prof. Giuseppe Serra Co-supervisor(s): Dr. Beatrice Portelli, Dr. Ian Marco Gallegos Carvajal
Automating Vegetation Cover Estimation with Deep Learning: A Transfer Learning-Based Semantic Segmentation Approach
University of Udine
Master Thesis in Computer Science Candidate: Mattia Fedrigo Supervisor: Prof. Giuseppe Serra Co-supervisor(s): Dr. Alex Falcon, Dr. Beatrice Portelli
Empowering Disease Classification on Social Media through Large Language Models
University of Udine, Italy
Bachelor Thesis in Internet of Things, Big Data, Machine Learning Candidate: Sergio Figueroa Galindo Supervisor: Prof. Giuseppe Serra Co-supervisor(s): Dr. Beatrice Portelli
Comparison of prompting techniques for automated fact-checking via generative Large Language Models and Large Multimodal Models
University of Udine
Master Thesis in Computer Science Candidate: Davide Lacitignola Supervisor: Prof. Giuseppe Serra Co-supervisor(s): Dr. Ian Marco Gallegos Carvajal, Dr. Beatrice Portelli
Automatic Prompt Optimization for Misinformation Detection: A Comparative Analysis with Traditional Prompt Engineering Techniques
University of Udine & University of Klagenfurt, Austria
Master Thesis in Artificial Intelligence & Cybersecurity Candidate: Christian Londero Supervisor: Prof. Giuseppe Serra Co-supervisor(s): Prof. Konstantin Schekotihin, Prof. Kevin Roitero, Dr. Beatrice Portelli
Evaluating Large Language Model Performance for Medical Disorder Automatic Recognition on Social Media Text
University of Udine, Italy
Bachelor Thesis in Internet of Things, Big Data, Machine Learning Candidate: Francesco Marchetto Supervisor: Prof. Giuseppe Serra Co-supervisor(s): Dr. Beatrice Portelli
Dal Post al Like: Modelli di Machine Learning per la previsione di engagement su Instagram
University of Udine, Italy
Bachelor Thesis in Internet of Things, Big Data, Machine Learning Candidate: Giacomo Mariuzza Supervisor: Prof. Giuseppe Serra Co-supervisor(s): Dr. Beatrice Portelli, Dr. Ian Marco Gallegos Carvajal
Academic Year 2022 | 1 Bachelor students & 2 Master students
Using Natural Language Processing to Enhance Visual Models for Plant Leaf Diseases Classification
University of Udine & University of Klagenfurt, Austria
Master Thesis in Artificial Intelligence & Cybersecurity Candidate: Peyman Eftekhari Supervisor: Prof. Giuseppe Serra Co-supervisor(s): Prof. Klaus Schoeffmann, Dr. Beatrice Portelli
Generazione di descrizioni di annunci tramite Large Language Models
University of Udine
Bachelor Thesis in Internet of Things, Big Data, Machine Learning Candidate: Alberto Robazza Supervisor: Prof. Giuseppe Serra Co-supervisor(s): Dr. Beatrice Portelli, Dr. Simone Scaboro
SAPBERT Fine-Tuning for Biomedical Term Normalisation with no Entity Extraction
University of Udine & University of Klagenfurt, Austria
Master Thesis in Artificial Intelligence & Cybersecurity Candidate: Alessandro Tremamunno Supervisor: Prof. Giuseppe Serra Co-supervisor(s): Prof. Wolfgang Faber, Dr. Beatrice Portelli
Academic Year 2021 | 2 Bachelor students & 1 Master student
Machine Learning for medical term normalization on formal and informal texts
University of Udine
Bachelor Thesis in Internet of Things, Big Data & Web Candidate: Gianluca Giuseppe Maria De Nardi Supervisor: Prof. Giuseppe Serra Co-supervisor(s): Dr. Beatrice Portelli, Dr. Simone Scaboro
Contrastive learning per la normalizzazione di termini medici informali
University of Udine
Master Thesis in Computer Science Candidate: Kevin Della Schiava Supervisor: Prof. Giuseppe Serra Co-supervisor(s): Dr. Beatrice Portelli, Dr. Simone Scaboro
Analisi e sviluppo di sistemi di machine-learning per l’individuazione di speculazioni e negazioni in testi biomedici
University of Udine
Bachelor Thesis in Internet of Things, Big Data & Web Candidate: Niccolò Simoni Supervisor: Prof. Giuseppe Serra Co-supervisor(s): Dr. Beatrice Portelli, Dr. Simone Scaboro
Academic Year 2020 | 1 Bachelor student
Analisi dell’esitazione vaccinale mediante strumenti di machine learning
University of Udine
Bachelor Thesis in Computer Science Candidate: Gianluca Macrì Supervisor: Prof. Giuseppe Serra Co-supervisor(s): Dr. Beatrice Portelli, Dr. Simone Scaboro
Academic Year 2019 | 3 Bachelor students & 2 Master students
Utilizzo del Crowdsourcing per la Creazione di Dataset Affidabili
University of Udine
Bachelor Thesis in Internet of Things, Big Data & Web Candidate: Davide Canci Supervisor: Prof. Giuseppe Serra Co-supervisor(s): Prof. Stefano Mizzaro, Dr. Michael Soprano, Dr. Beatrice Portelli, Dr. Kevin Roitero
Reti Neurali Convolutive basate su Grafi per Analisi e Verifica delle Informazioni Testuali
University of Udine
Bachelor Thesis in Internet of Things, Big Data & Web Candidate: Gabriele Dominici Supervisor: Prof. Giuseppe Serra Co-supervisor(s): Dr. Beatrice Portelli
Deep Learning for Automatic ADE Recognition
University of Udine, Italy & University of Klagenfurt, Austria
Master Thesis in Computer Science Candidate: Edoardo Lenzi Supervisor: Prof. Giuseppe Serra Co-supervisor(s): Prof. Konstantin Schekotihin, Dr. Beatrice Portelli
Identificazione degli Effetti Collaterali di un Farmaco Attraverso l’Uso dei Social Network
University of Udine, Italy
Bachelor Thesis in Internet of Things, Big Data & Web Candidate: Davide Passabì Supervisor: Prof. Giuseppe Serra Co-supervisor(s): Dr. Beatrice Portelli
Analisi e Miglioramento dell’Efficacia degli Attuali Sistemi di Riconoscimento di Side Effect dei Medicinali sui Social Media rispetto a Negazioni e Speculazioni
University of Udine, Italy
Master Thesis in Computer Science Candidate: Simone Scaboro Supervisor: Prof. Giuseppe Serra Co-supervisor(s): Dr. Beatrice Portelli
Teaching Experience
Lecture – “AI-based Tools Short Course”
Online
at the event “GARD Forum 2026” (Global Alliance for Rapid Diagnostics) event↗program↗
Lecture – “Scaling AI for Mariculture: Data, Interfaces, Expertise, and the Role of Models”
Bologna, Italy
at the event “Artificial Intelligence, Blue Economyand Interreg Synergies - Connecting Ideas and Territories through AI” event↗program↗
Course – “Modelling forest biomass and growth assessment at regional scale”
Milano, Italy
within the advanced course “Pygreen - Python tools for the green transition”, project UnItAfrica event↗video↗
Course – “Artificial intelligence and data mining methods in ecology”
Viterbo, Italy
Five-day summer school within the ITINERIS project. A crash course on Machine Learning methods used in environmental applications, with a focus on understanding the potentialities, risks, limitations of AI. Includes practical activities course↗
Workshop – “Exploring the Capabilities of Language Models”
Udine, Italy
International Summer School on Artificial Intelligence AI-DLDA 2023 event↗
Teaching Assistant – “Deep Learning”
Udine, Italy
Course for MSc in Computer Science, University of Udine
Teaching Assistant – “Deep Learning”
Udine, Italy
Course for MSc in Computer Science, University of Udine
Workshop – “Machine and Deep Learning for Natural Language Processing”
Udine, Italy
International Summer School on Artificial Intelligence AI-DLDA 2021 event↗
Workshop – “Machine and Deep Learning for Natural Language Processing”
Udine, Italy
International Summer School on Artificial Intelligence AI-DLDA 2020 event↗
Teaching Assistant – “Deep Learning”
Udine, Italy
Course for MSc in Computer Science, University of Udine