Mohamed EL-ELIEM

Experience

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  MCISE

  Jul 2020 - Aug 2020

  Data-Scientist NLP Intern

  -* Automated Resume Ranking *- || https://bit.ly/ARR082020Analyze a large number of professional resumes(CV), to detect competencies and derive ranking.Python Assignment : Preprocessing : - Data Extracting from PDF document. - Preprocessing using NLP technics ( Lemmatizing, Entity Detection ... ) - Sequences segmentation using Tokenizing (Multi-grams...) Data Architecture : - Saving proceeded texts in MongoDB with CV owner details. - Saving most common word/sequences. Modeling : - Creating a TF-IDF mixed with Levenshtein distance measurement to extract competencies related to an existing keywords (inserted by the user). - Derive CV owners name with the highest TF-IDF score. Show less

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  Allianz Maroc

  Jul 2021 - Sept 2021

  Actuarial Intern

  Pricing teamAssignment : - Structuring raw data scrapped from vehicles Websites. - Clustering vehicles based on their security characteristics ( K-Prototypes ). - Frequency-Severity Pricing Model using GLM. - Model Improvement using Gradient Boosting Machine.

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  Novaxys

  Mar 2022 - Jul 2022

  Risk Modeler Intern

  Credit portfolio management.Estimating the probability of defects of borrower using ML and statistical approaches.Assignment : - Data cleaning. - Features selection using statistical tests and different methods. - Missing values imputing using KNN-Imputer. - Data balancing using SMOTE-ENC oversampling. - Machine Learning models building and comparing.

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  Société Générale Maroc

  Apr 2023 - Dec 2024

  Modélisateur Risques

  - Modélisation LGD sur Clients En Souffrances S3 et passage en provisionnements sur les S1/S2.- Backtest et choix du modèle de Notation Interne sur les clients Corpo.- Calcul des KPI de qualité de recouvrement.- Backtest du modèle Scoring d'Octroi.- Backtest de la Probabilité du Défaut et calcul d'impact ECL.

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  CREDIT DU MAROC

  Jan 2025 - now

  Data Scientist