no code implementations • 20 Mar 2024 • Abdelhakim Abdellaoui, Loubna Benabbou, Issmail El Hallaoui
At the first step, a constrained centroid-based clustering algorithm generates feasible clusters of customers.
no code implementations • 20 Dec 2023 • Sara El Mekkaoui, Loubna Benabbou, Abdelaziz Berrado
Motivated by the interpretability question in ML models as a crucial element for the successful deployment of AI systems, this paper focuses on rule extraction as a means for neural networks interpretability.
1 code implementation • 1 Jun 2023 • Oussama Boussif, Ghait Boukachab, Dan Assouline, Stefano Massaroli, Tianle Yuan, Loubna Benabbou, Yoshua Bengio
Solar power harbors immense potential in mitigating climate change by substantially reducing CO$_{2}$ emissions.
1 code implementation • 11 Oct 2022 • Oussama Boussif, Dan Assouline, Loubna Benabbou, Yoshua Bengio
The computational complexity of classical numerical methods for solving Partial Differential Equations (PDE) scales significantly as the resolution increases.
no code implementations • 29 Sep 2021 • Abdelhakim Abdellaoui, Issmail El Hallaoui, Loubna Benabbou
In contrast to the classical techniques for solving combinatorial optimization problems, recent advancements in reinforcement learning yield the potential to independently learn heuristics without any human interventions.
no code implementations • 18 Nov 2017 • Abderrahim Khalifa, Younes Idsouguou, Loubna Benabbou, Mourad Zirari
In this paper, we aim to illustrate different approaches we followed while developing a forecasting tool for highway traffic in Morocco.