Short CV

Basics

Name Michele Cafagna
Label Machine Learning- NLP, CV, XAI Researcher/Engineer
Email m.cafagna26{at}gmail.com
Url https://michelecafagna26.github.io/
Summary Machine Learning Researcher/Engineer. Interested in Natural Language Processing, Computer Vision, Multimodality and XAI

Work

  • 2024.03 - pres
    NLP Data Scientist
    Okra.ai, Leiden, The Netherlands ๐Ÿ‡ณ๐Ÿ‡ฑ
    Conduct applied research on the latest technologies and methodologies in NLP, LLMs, to drive innovation within the team. Design, develop new, and refine existing NLP applications and large language models, ensuring they are robust, scalable, and effective.
    • Applied Research
    • Algorithm Design
    • Software Development
    • XAI
    • NLG
    • NLP
    • LLM
  • 2022.10 - 2022.12
    Research Intern
    Orange Innovation Labs, Lannion, France ๐Ÿ‡ซ๐Ÿ‡ท
    Internship at the Orange Innovation Lab under the supervision of Lina M. Rojas Barahona. Developed an Explainability framework based on KernelSHAP to explain efficiently Large Vision and Language Generative models using semantically informed visual priors.
    • Explainable Vision and Language
    • Industrial Research
    • Algorithm Design
    • Software Development
    • XAI
    • Presentation Skills
  • 2022.01 - 2022.08
    Visiting Researcher
    University of Utrecht, Utrecht, Netherlands ๐Ÿ‡ณ๐Ÿ‡ฑ
    I worked at the Natural Language Processing Group of the Intelligent Software Systems division of the Computer Science Department supervised by Albert Gatt and Kees van Deemter. Worked on the analysis of the impact of high-level linguistic expression on large generative VL models to improve the quality of multimodal representations.
    • Explainable Vision and Language
    • Research Supervision
    • Technical Research
    • Presentation Skills
    • Pytorch
    • XAI
    • Multimodality
  • 2020.09 - pres
    PhD fellow and Researcher
    Institute Linguistics & Language Technology, University of Malta ๐Ÿ‡ฒ๐Ÿ‡น
    Conducted Research on Multimodal Grounding of Linguistic expressions into Vision and Explainablity applied to Vision and Language Modeling. Full details in the long CV
    • Computer Vision
    • Natural Language Processing/Generation
    • XAI
    • Multimodal Grounding
  • 2019.06 - 2020.09
    Machine Learning Researcher/Engineer
    Aptus.AI ๐Ÿ‡ฎ๐Ÿ‡น
    As a Machine Learning Research Scientist, I was responsible for the implementation, training, evaluation, testing, and deployment of ML models; primarily in the NLP and Multimodal domain. specifically: (1) Research and implementation of research papers; (2) Implementation and deployment of ML APIs; (3) Design and prototyping of MVPs; (4) Master Students Supervision
    • Machine learning
    • Deep Learning
    • Pytorch
    • Software Development
    • Python
    • Keras
    • Test Driven Development
    • Agile methodologies
    • Teamwork
    • Student Supervision
    • MLOps
    • Microserives
    • Docker
    • Natural Language Processing (NLP)
  • 2019.04 - 2019.05
    Visiting Researcher
    Research Center for Language and Cognition, University of Groeningen, Groeningen, Netherlands ๐Ÿ‡ณ๐Ÿ‡ฑ
    Worked on Generative Language Models and Analysis of Writing Styles in Journalism under the supervision of Prof. Malvina Nissim. The output of this work led to three publications
    • Natural Language Generation
    • Data collection
    • Web scraping
    • Research

Education

  • 2020 - present
    Phd
    University of Malta, Malta ๐Ÿ‡ฒ๐Ÿ‡น
    Natural Language Processing & Computer Vision (Multimodal AI) and Explainability (XAI)
  • 2017 - 2019
    Master Degree
    University of Pisa, Pisa, Italy ๐Ÿ‡ฎ๐Ÿ‡น
    Artificial Intelligence
  • 2014 - 2017
    Bachelor Degree
    University of Bari, Bari, Italy ๐Ÿ‡ฎ๐Ÿ‡น
    Computer Science and Technologies for Software Production

Awards

  • 2023
    Outstanding Reviewer
    The 17th Conference of the European Chapter of the Association for Computational Linguistics (EACL2023)
  • 2019
    Best Paper Award Finalist with Special Mention
    Clic-it 2019 Sixth Italian Conference on Computational Linguistics
  • 2017
    Finalist
    e-Health Award. Research Competition or project on Digital Health, AiSDet Associazione Italiana di Sanitร  Digitale e Telemedicina

Languages

๐Ÿ‡ฎ๐Ÿ‡น Italian
Native speaker
๐Ÿ‡ฌ๐Ÿ‡ง English
Fluent
๐Ÿ‡ซ๐Ÿ‡ท French
Intermediate
๐Ÿ‡ช๐Ÿ‡ธ Spanish
Intermediate