Hi there!đź‘‹
About🤌
I am Gianluigi, a PhD student in Applied Mathematics at Université Côte d'Azur, where I am part of the J. A. Dieudonné laboratory and Maasai, an Inria project-team, located in Sophia Antipolis. I am currently working on the interpretability of machine learning models and algorithms, both by analyzing their theoretical foundations and by proposing new solutions, under the supervision of Damien Garreau and Frédéric Precioso. Previously, I got an MSc in Mathematical Engineering and a BSc in Applied Mathematics, both from Politecnico di Torino.
Education
Ph.D. in Applied Mathematics, 2021-2024
Université Côte d'Azur, InriaM.Sc. in Mathematical Engineering, 2019-2021
Politecnico di TorinoB.Sc. in Applied Mathematics, 2016-2019
Politecnico di Torino
Experience
Machine Learning research intern at Inria Maasai, Mar 2021-Sep 2021
Machine Learning engineer intern at Alten, Sep 2020-Feb 2021
Deputy Manager of IT Departement at at JEToP, Oct 2017-Apr 2018
IT Consultant at JEToP, Oct 2016-Apr 2018
Research
You can find my code on Github and my publications on Google Scholar.
A Sea of Words: An In-Depth Analysis of Anchors for Text Data [paper][code]
Comparing Anchors and LIME for Text Data, 2-nd Workshop on Explainable and Ethical AI – ICPR 2022 [paper][code]
SMACE: A New Method for the Interpretability of Composite Decision System, European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases 2022 [paper][code]
Teaching
During the PhD, I am also teaching some courses:
Introduction to Statistics (MSc, 1st year, Mathematical Engineering, 16 hours)
Fundamentals of mathematics (BSc, 1st year, 24 hours)
News
June 2022: SMACE got accepted @ECML, my first conference paper!
April 2022: I attended the Statlearn spring-school
November 2021: I attended the AI & Companies Week
November 19, 2021: talk at the SophIA Summit
November 2021: new preprint available: we propose a new method for the explainability of composite AI systems
October 1, 2021: I started my PhD
Contact
Email: gianluigi.lopardo@inria.fr
LinkedIn: https://www.linkedin.com/in/gianluigilopardo
Twitter: https://twitter.com/gl_lopardo