Hubert Baniecki

Faculty of Mathematics and Information ScienceWarsaw University of Technology

find me @hbaniecki

I’m an 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

2021-Sep new paper
dalex: Responsible Machine Learning with Interactive Explainability and Fairness in Python
Accepted for publication in the Journal of Machine Learning Research (JMLR).
2021-May 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.
2021-Feb Started my MSc in Data Science at Warsaw University of Technology.
2021-Feb
Bachelor of Science in Engineering
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.
2020-Nov new paper
Responsible Prediction Making of COVID-19 Mortality (Student Abstract)
Accepted for publication in the AAAI Conference on Artificial Intelligence (AAAI).

highlights

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