Hubert Baniecki

Faculty of Mathematics and Information ScienceWarsaw University of Technology

find me @hbaniecki

I’m a MSc student in Data Science at Warsaw University of Technology; working in a machine learning research lab lead by Przemysław Biecek.

My research interests include explainable machine learning, responsibility, evaluation and adversarial attacks.

Developing and maintaining open-source Python & R packages for explainability of predictive models.


news

Sep 2021 new paper
dalex: Responsible Machine Learning with Interactive Explainability and Fairness in Python
To be published in the Journal of Machine Learning Research (JMLR).
May 2021 Contributing to the useR! 2021 conference with a talk Open the Machine Learning Black-Box with modelStudio & Arena, and through a workshop Introduction to Responsible Machine Learning.
Feb 2021 Started my MSc in Data Science at Warsaw University of Technology.
Feb 2021
Bachelor of Engineering in Data Science
Obtained a Bachelor’s degree in Data Science at Faculty of Mathematics and Information Science, Warsaw University of Technology with thesis titled Adversarial attacks on Explainable AI methods.
Nov 2020 new paper
Responsible Prediction Making of COVID-19 Mortality (Student Abstract)
To be published in the proceedings of the AAAI Conference on Artificial Intelligence (AAAI).

highlights

  1. Fooling Partial Dependence via Data Poisoning
    Baniecki, H., Kretowicz, W., and Biecek, P.
    arXiv:2105.12837, 2021
  1. JMLR software
    dalex: Responsible Machine Learning with Interactive Explainability and Fairness in Python
    Baniecki, H., Kretowicz, W., Piatyszek, P., Wisniewski, J., and Biecek, P.
    Journal of Machine Learning Research (JMLR), 2021
  2. AAAI SA
    Responsible Prediction Making of COVID-19 Mortality (Student Abstract)
    Baniecki, H., and Biecek, P.
    AAAI Conference on Artificial Intelligence (AAAI), 2021