Nice to meet you!
I'm Matteo.

Based in Italy

I'm a student of Artificial Intelligence at the University of Bologna.

Timeline

A brief overview of my academic and professional journey so far.

April 2025

Project Mobility Student @ ETH Zurich.

Pretraining foundation models for surface electromyography (sEMG) biosignals using transformer-based architectures. Explored Vision Transformers (ViT), including Channel-ViT, ViT-MAE variants, and SimMIM-style pre-training. Investigated efficient attention mechanisms and mixed-precision training to maximize computational efficiency and scalability. Conducted extensive downstream evaluations across several key tasks: gesture classification, finger movement estimation, silent speech recognition, and voiced silent speech.

August 2024

Joined Outlier AI as an AI Training for Italian Writers.

Contributed to the Genesis Multimodal project, focusing on the safe and effective alignment of Multimodal Large Language Models (MLLMs) through Reinforcement Learning from Human Feedback (RLHF). Responsibilities include designing evaluation protocols, assessing model outputs for ethical compliance, safety, and fairness, collaborating with teams to refine alignment strategies, and analyzing model behaviors to ensure adherence to responsible AI principles. Employed highly specific prompts with several constraints to intentionally elicit failure responses from state-of-the-art models and then proceeded to identify model weaknesses by manually rewriting and refining model outputs to meet all task requirements.

November 2023

Research Fellowship in Embedded Systems for Assistive Technologies @ University of L'Aquila.

Research activities in the field of Embedded Systems for Assistive Technologies. Engaged in hands-on research projects focusing on embedded systems with specific focus on Versal VCK190 by AMD/Xilinx. Contributed to the design and development of innovative solutions aimed at enhancing accessibility and improving the quality of life for users with special needs. Acquired significant skills in implementing embedded systems and collaborated effectively in an advanced research environment.

September 2023

MSc in Artificial Intelligence @ University of Bologna.

Currently enrolled in the MSc in Artificial Intelligence program at the University of Bologna. Engaged in advanced coursework in Artificial Intelligence, Machine Learning, and Deep Learning. Acquiring in-depth knowledge of AI algorithms, techniques, and methodologies. Developing hands-on skills in AI programming, data analysis, and machine learning model development. Engaging in research projects and collaborating with peers in an advanced academic environment.

July 2023

BSc in Computer Science with focus on Data Science @ LUMSA University.

Thesis focused on evaluation and modeling of timing performance of Neural Networks running on Versal AI Engine in presence of contention on shared resources.

Projects

A selection of my recent works and contributions, including personal projects, collaborations, and open-source contributions.

HERMES: Enhancing Robustness and Ethical Integrity of Medical Image Classifiers

HERMES: Enhancing Robustness and Ethical Integrity of Medical Image Classifiers

Designed and developed a robust evaluation pipeline for adversarial attacks and defenses in medical image classification systems, focusing on ethical AI deployment in healthcare.

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Subjectivity Detection in News Articles

Subjectivity Detection in News Articles

Submission at CLEF 2025 CheckThat! Lab. Task 1: Subjectivity Detection in News Articles.

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ECG Chagas Detection

ECG Chagas Detection

ECG-based detection of Chagas disease using classic machine learning and deep learning models.

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Sexism Detection (Twitter, Gab, Reddit)

Sexism Detection (Twitter, Gab, Reddit)

Sexism detection in social media using LSTMs, Transformers and In-Context Learning (zero-shot and few-shot).

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Milan Multilayer Network Analysis

Milan Multilayer Network Analysis

Multilayer Network Analysis of Milan Public Transport System (metro, bus, tram).

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Sentence Reconstruction with Transformers

Sentence Reconstruction with Transformers

Using Transformers to reconstruct sentences from shuffled words.

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Whisper-TikTok

Whisper-TikTok

From AI tools to TikTok video creation using FFMPEG, Microsoft Edge read aloud and OpenAI Whisper model.

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Heart Disease Prediction

Heart Disease Prediction

A Bayesian Network model to predict the presence of heart disease in patients.

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Image Search Engine: Weaviate

Image Search Engine: Weaviate

An image search engine using Weaviate and Streamlit.

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Scalable WebApp

Scalable WebApp

A scalable web application using R Shiny, Docker, and Ansible.

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H&M Personalized Fashion Recommendations

H&M Personalized Fashion Recommendations

A recommendation system for H&M fashion products.

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Netflix Movies & TV Shows

Netflix Movies & TV Shows

An in-depth analysis of Netflix movies and TV shows.

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Italian Wine Analysis

Italian Wine Analysis

An analysis of Italian wine using clustering and Finite Mixture Models.

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Primary Biliary Cholangitis Analysis

Primary Biliary Cholangitis Analysis

An analysis of Primary Biliary Cholangitis using clustering and classification.

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