About Nawfal
French
Native or bilingual
English
Fluent
German
Basic
Arabic
Native or bilingual
Experience
- IFPENEnd-of-studies internship – Machine Learning and uncertaintyMarch 2025 - August 2025 (5 months)92500 Rueil-Malmaison, FranceData Scientist specialized in Scientific ML: Bayesian regression for molecular prediction with Scikit-learn & POPSRegression, confidence interval estimation via the innovative POPS method, and scientific modeling integrating physical constraints.
- INRIADeep Learning Internship – Solving PDEsJune 2024 - September 2024 (3 months)Sophia Antipolis, France• Solving Maxwell's equations using Physics-Informed Neural Networks (PINNs) with PyTorch; validation on simulated 2D cases.• Solving the linear Boltzmann equation for neutron transport using Monte Carlo methods.• Implementation of a C++ code with MPI parallelization.
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Education
- LLM EngineeringUdemy2025LLM Engineering
- Master 2 MINDSorbonne Université2026Master 2 MIND