Hey! I am

Giulia Vilone

I'm a

About

About Me

PhD in Artificial Intelligence graduate in 2022 with a Masters in Applied Mathematics and 10+ years experience in complex data modelling: I have worked in the exposure science world liaising with large multinational product manufacturing companies and industry associations. My passion passion for applied sciences, scientific research and my natural drive to learn new things lead me into becoming a researcher in Artificial Intelligence and a startup founder.

  • Proven experience in designing predictive models
  • Excellent knowledge of scientific programming languages such as Python and R
  • Deep knowledge of the Microsoft Office Package, mostly Excel

Education

2018-2023

PhD in eXplainavle Artificial Intelligence

Technological University Dublin

A four-year project focusing on Explainable Artificial Intelligence.

2011-2013

Diploma in Actuarial Sciences

British Institute and Faculty of Actuaries

Partly-qualified actuary.

2005-2007

MSc degree in Mathematical Engineering

Polytechnic of Milan

Master degree in financial mathematics with thesis on stochastical differential equations.

2002-2005

BSc degree in Mathematical Engineering

Polytechnic of Milan

Undergraduate degree covering different aspects of applied mathematics with final thesis on game theory.

Experience

2012-2020

Senior Data Scientist

Creme Global, Dublin, Ireland

I was involved in data wrangling and analyses, development of predictive models implemented on cloud-based software tools and writing of scientific reports.

2011-2012

Financial Analyst

Mediolanum International Funds Ltd., Dublin, Ireland

I carried out profitability analyses of new life insurance products and supervised the implementation of the Solvency II procedures to meet risk management standards.

2010-2011

Policy Administrator

The Lawrence Life Assurance Co. Ltd., Dublin, Ireland

My main task involved portfolio administration activites and policy payments.

2008-2010

Financial Services Consultant

Capgemini Italia, Milano, Italy

I carried out operational risk analyses, prepared budget, forecast reports and investment planning reports and supervised portfolio administration activities.

Skills

Python

80%

R

60%

MySQL

75%

Keras & Tensorflow

70%

Matlab

55%

MS Excel

95%

Data Visualization Tools

85%

Google Cloud

60%

GIT

50%

Scientific Publications

April 2013

Compiled European Food Consumption Database

O’ Mahony C., & Vilone G.

External Scientific Report, EFSA Journal, Supporting Publications 2013: EN-415, DOI: https://doi.org/10.2903/sp.efsa.2013.EN-415

September 2014

Statistical method to assess usual dietary intakes in the European population

Vilone G., Comiskey D., Heraud F., & O'Mahony C.

Food Additives & Contaminants: Part A, 31(10), 1639-1651, DOI: https://doi.org/10.1080/19440049.2014.955886

November 2017

Critical and systematic evaluation of data for estimating human exposures to 2,4-dichlorophenoxyacetic acid (2,4-D) – quality and generalizability

LaKind, J. S., Burns, C. J., Naiman, D. Q., O’Mahony, C., Vilone, G., Burns, A. J., & Naiman, J. S.

Journal of Toxicology and Environmental Health, Part B, 20(8), 423-446, DOI: https://doi.org/0.1080/10937404.2017.1396704

December 2018

Exposure to selected preservatives in personal care products: case study comparison of exposure models and observational biomonitoring data

Aylward, L., Vilone, G., Cowan-Ellsberry, C., Arnot, J. A., Westgate, J. N., O’Mahony, C., & Hays, S. M.

Journal of exposure science & environmental epidemiology, 30, 28-41, DOI: https://doi.org/10.1038/s41370-018-0104-3

March 2020

Probabilistic modelling of exposure to pesticide residues in foods and tobacco

Gedge, L. M., Hawryluk, I., Skelly, M. G., & Vilone, G.

International Journal of Environment, Agriculture and Biotechnology, 5(2). Retrieved from http://journal-repository.com/index.php/ijeab/article/view/1726

December 2020

A comparative analysis of rule-based, model-agnostic methods for explainable artificial intelligence

Vilone, G., Rizzo, L., & Longo, L.

Proceedings of The 28th Irish Conference on Artificial Intelligence and Cognitive Science, Dublin, Republic of Ireland, December 7-8, 2020. Retrieved from http://ceur-ws.org/Vol-2771/AICS2020_paper_33.pdf

May 2021

Notions of explainability and evaluation approaches for explainable artificial intelligence

Vilone, G., & Longo, L.

Information fusion, DOI: https://doi.org/10.1016/j.inffus.2021.05.009

August 2021

Classification of Explainable Artificial Intelligence Methods through Their Output Formats

Vilone, G., & Longo, L.

Machine learning and knowledge extraction, DOI: https://doi.org/10.3390/make3030032

Other Publications

August 2016

Data dining

Vilone G.

The Actuary, pp. 27-29. Retrieved from https://www.theactuary.com/features/2016/08/2016/08/02/data-dining

Projects

Projects

Food Tracker

Picturing a healthier world

Explainable Artificial Intelligence

Classification System

Predict Conference 2018

Self-explainability of complex models

Contact

Contact Me

Email Address

giulia.vilone@gmail.com

Research Gate

Check out my profile

Website

piccabi.com