El Mahdi C.

DATA SCIENTIST

366 dollar
Freelancer
2 years
Toulouse, FRANCE

My experience

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CERFACSJanuary 2020 - April 2020

Working with Airbus and Cerfacs,
Data fusion of aerodynamics' models using bayesian machine learning and deep learning.
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EDF, InternshipApril 2019 - September 2019

Hybridization of deep learning models and physical knowledge with the goal of enhancing short term forecasts of photovoltaic energy production.
Main ideas : Solving numerical systems with machine learning techniques, Adding physical constraints to DL models, Explainability of DL.
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École PolytechniqueSeptember 2018 - April 2019

Tutoring second-year engineering students and third-year bachelor students in physics and applied mathematics.
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EDF, InternshipApril 2018 - July 2018

Developing a general theoretical frame for the study of deformable structures in large rotations with the gyroscopic effect. This applies to new emerging problems like dimensioning floating wind turbines and challenging their manufacturers by comparing theoretical and experimental results.
My work has been validated by A.Cardona, a prominent researcher in the field.
Main ideas: Interpolation of rotations, how to parametrize rotations(rotation vector, quaternions, …), correcting finite element method to take into account big rotations which gives birth to gyroscopic terms.
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Openergy, InternshipJune 2017 - August 2017

Prediction of missing values and outliers detection using a robust pca based method.
Main ideas: Using RPCA, a method that applies classically to images, on time series data, the method is well adapted for at the same time making predictions and detecting abberant values in the data (hence robustness).
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Ministère de l'Éducation nationale, InternshipOctober 2015 - March 2016

Thaught mathematics and physics to students up to 2nd year bachelor (classes préparatoires).
Helped and guided students in difficult situations. Advised them on how to enter the best economics and engineering schools.

My stack

TensorFlow, Scikit-Learn, PyTorch, Python, NumPy, Machine Learning, Keras, Deep learning, Data Science, Data analysis, Artificial Intelligence