About Mustapha
Arabic
Native or bilingual
English
Fluent
French
Native or bilingual
Experience
- MINDIMENSIONSSoftware Engineer | Data Scientist/EngineerSOFTWARE PUBLISHINGDecember 2019 - Today (6 years and 6 months)Paris, France
Data, Robotization, Artificial Intelligence and Software Engineering
â Collection and modeling of business needsâ Writing specificationsâ Setting up the database architectureâ Automated data collectionâ Data valorizationâ Presentation and development of solutions integrating artificial intelligenceâ Carrying out POCs (Proof-of-Concept)â Building data pipelines (collection/ETL/learning)â Robotization of business processes (RPA)â Developing MVPs (Minimum Viable Product)â Development and testingâ Piloting and monitoring the deployment of developed solutionsSome achievements
External:
> Support during the integration of an Odoo-based solution:- Functional part: Needs gathering + business process modeling, etc.
- Integration part: Cloud environment preparation + installation and configuration of basic modules + deployment
- Training and assistance part
- Development and maintenance part: development of specific modules, testing and debugging
- Monitoring part: System vitality monitoring
> Development of a real-time construction management and monitoring application:- Workflows
- Internal and external progress tracking
- Timesheet optimization / intelligent assignment
- Dashboards and visualization
> Development of an intelligent recommendation system- Automated collection of open data to enrich the database
- Creation of a Django API based on language models and lexical embeddings
> Automation of a production chain:- Contribution to the development of a workflow engine for automating this chain
- Development of an application/API that retrieves data, triggers the production process, allows control of certain production criteria, and displays statistics.
- This mission was carried out in an international context involving several teams
Internal:
- Development of an intelligent application automating the KYC (Know Your Customer) process and aiming to reduce the processing time for bank account opening requests.
- Development of a POC/MVP presenting a semantic search engine and an intelligent part that predicts the outcome of a case and quantifies legal risk; this project is intended for legal professionals.
- Development of an intelligent application for authorized money transfer agencies. This application contains three main modules: + daily revenue management (business processes and dashboards) + anomaly detection + prediction for decision-making purposes.
- Berger-LevraultData Scientist NLP | Python DeveloperSOFTWARE PUBLISHINGMarch 2019 - August 2019 (6 months)Toulouse, FranceDevelopment of an intelligent system for knowledge extraction from textual documents:â Study of the state of the artâ Development of a bot automating the document collection process (RPA)â Dataset constructionâ Implementation of an experimentation plan to identify the most relevant methods and modelsâ Document indexing and implementation of a text search and analysis engineâ Semantic analysis of the corpus using embeddings (e.g., Word2Vec, Doc2Vec, GloVe, ELMo, BERT, ...)â Creation of an annotated sample and extraction of named entities using Machine Learning (e.g., SVM, GBM,...) and Deep Learning (LSTM, Bi-LSTM, LSTM-CRF) algorithmsâ Development of a web application integrating the trained models and writing its technical documentationâ Deployment of the application on Amazon Web Service (AWS)
- LITIS LabData ScientistRESEARCHMay 2018 - June 2018 (1 month)Rouen, FranceData Visualization: Study and implementation related to Wasserstein distanceâ In-depth study of the t-SNE algorithm, considered state-of-the-art in data visualizationâ Numerical study of the optimal transport problem (Wasserstein distance)â Exploiting the Wasserstein metric for data visualization applications.
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Education
- Master Data Science and EngineeringINSA Rouen Normandie | Université Rouen Normandie2019. Machine Learning . Deep Learning . Optimization . High Performance Computing ⹠Estimation and Decision in Signal Processing . Sparse Coding ⹠Sequential Data Analysis . Graph Analysis ⹠Image Processing ⹠Reinforcement Learning ⹠Medical Image Analysis, . Natural Language Processing . Computer Vision . Information Retrieval . Image Retrieval . Ensemble of Classifiers
Certifications
- Redis for Python DevelopersRedis2022
- Quantum Machine LearningUniversity of Toronto (edx, Inc.)2019