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Federico Mazzoni
resume profile picture
Male
20 Feb 1995
Location
Via Privata Bianchi 6, Pisa, Italy
Email
[email protected]
LinkedIn
LinkedIn
GitHub
GitHub
Project Portfolio
Languages
Italian

Mother tongue

English

FCE - C1

German

Fit - A2

Soft Skills
Commitment
Presentation
Lateral Thinking
Teamwork
Team Management
Stress Management
Creativity
Brainstorming
Awards

Summer School AI & Society Project Work Contest

2023

My project, IUS — Intelligent University System, ranked first. It proposed using LLMs to help students find information about their university.

Working Experience

AI Software Engineer

Domotz
2024 – present | Pisa, Italy

I helped establish the company's AI team. I develop and maintain tools such as:

  • A Slack bot to navigate sales data.
  • A Python library to analyze customer inquiries and identify common issues, which has led to improvements in the Domotz product.
  • A RAG-based bot, providing answers to customers and hints to internal support and marketing teams. As part of this project, I also developed an IDE to test new prompts and different models and knowledge bases.
  • For those works, I coordinated with multiple stakeholders and used industry-standard platforms such as AWS, BitBucket, and JIRA. I also supervised a student during their internship.

    PhD Research Fellow

    University of Pisa PhD / National Research Council of Italy
    2022 – 2024 | Pisa, Italy

    My research focused on a hybrid decision-maker system, involving a human user interacting with a machine:

  • Designing a system that learns the behaviour of a human user and helps make decisions.
  • Evaluation of user-machine trust by analyzing prompts and textual responses.
  • Detecting drifts in data over time.
  • I also held lectures and supervised students.

    From this experience, I learned how to analyse complex data, independently manage multiple projects at once and design novel approaches following the literature. Halfway through the PhD program, I left to focus on industry.

    Freelance Data Analyst

    2022 | Pisa, Italy

    As a freelance, I worked on data analysis projects, including:

  • A recommendation system, employing both content-based and collaborative filtering approaches.
  • Compiling a new dataset by scraping multiple data sources.
  • Researching R bioinformatics algorithms to analyze Rett syndrome.
  • Creative Director and Writer

    Emergency / Tunué
    2019 – 2020 | Milan / Latina, Italy

    I wrote and supervised the graphic novel project I colori di una nuova vita. This experience taught me how to lead a team.

    Education
    Interests
    Writing
    Games
    Movies
    Cooking
    Other

    Workshop Organizer

    2024

    Peer Reviewer

    2024

    I reviewed papers for the Pacific-Asia Conference on Knowledge Discovery and Data Mining 2024, the Workshop on Adaptive eXplainable AI 2024, and the International Conference on Discovery Science 2024.

    Developer Personal Project

    2023

    I developed a tool to colorize old black-and-white GameBoy games, Simple Palette Maker. It was well-received by the community, with more than 1k users.

    Improvisational Theatre

    2015 – 2017 | Pisa, Italy

    I played improvisational theatre with Arsenale Delle Apparizioni. This experience helped me learn how to speak in public and how to respond to unexpected events.

    Master's Degree in Digital Humanities | 110 with honors

    University of Pisa
    2020 – 2022 | Pisa, Italy

    Data Science and Language Technologies (NLP)

    Relevant Exams: Data Mining, Social Network Analysis, Text Analytics, Distributed Data Analysis and Mining, Semantic Web, Laboratory of Data Science, Computational Linguistics

    Master's Thesis: GenFair. A framework to remove discrimination towards demographic groups in training datasets, by creating synthetic data with a genetic algorithm. It overcame the limitations of key competitors.

    Scientific Publications

    F. Mazzoni, R. Pellugrini, R. Guidotti - Bridging the Gap in Hybrid Decision-Making Systems

    F. Mazzoni, S. Mazzarino, G. Rossetti - TETRA: TExtual TRust Analyzer for a Gricean Approach to Social Networks

    International Conference on Discovery Science 2024

    F. Mazzoni, A. Failla, G. Rossetti - FairNet: A Genetic Framework to Reduce Marginalization in Social Networks

    Advances in Social Network Analysis and Mining 2024

    F. Mazzoni, R. Guidotti, A. Malizia - A Frank System for Co-Evolutionary Hybrid Decision-Making

    Symposium on Intelligent Data Analysis 2024

    F. Mazzoni, M. Manerba, M. Cinquini, R. Guidotti - GenFair: A Genetic Fairness-Enhancing Data Generation Framework

    International Conference on Discovery Science 2023

    F. Mazzoni, A. Failla, S. Citraro - Quantifying and Reducing Marginalization in Networks: a Genetic Approach

    International Conference for Computational Social Science 2022

    A. Failla, F. Mazzoni, S. Citraro - Attribute-aware Community Events in Feature-rich Dynamic Networks

    International Conference on Complex Networks 2022
    Declaration
    I authorize the processing of personal data contained in my curriculum vitae based on art. 13 GDPR 679/16.
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