About Manal
Arabic
Native or bilingual
French
Native or bilingual
English
Fluent
German
Basic
Experience
- Crédit Agricole Technologies et ServicesSenior Data Scientist | RAG | LLM | GenAI expertBANKING AND INSURANCENovember 2023 - Today (2 years and 7 months)Montpellier, France
- Implementation of an LLM-based IABot to assist bank advisors in answering questions
- Continuous integration and deployment of microservices with Gitlab CI/CD
- Deployment of microservices on k8s
- Preparation of utilities (Mongo, Redis, S3 clients, config)
- Setup of the project architecture by modules as part of the restructuring of code and service kinematics
- Dockerization of microservices and Gitlab CI/CD
- Preparation of data migration scripts
- Integration of LLM models GPT, Claude, and Mistral and management of version evolution as requested by regional banks
- Integration of Presidio pipelines for detection and anonymization of sensitive data
- Implementation of performance and integration tests
- Implementation of a RAG architecture to improve document search in internal databases, facilitating access to relevant information for application users
- Development of Back-End routes
- Preparation of scenarios for performance tests
- Setup of a cron job for conversation archiving
- CGIData ScientistMay 2022 - November 2023 (1 year and 6 months)Montpellier, France
- NLP and LLMs Implementation: Application of advanced Natural Language Processing (NLP) techniques, model selection and deployment, and rigorous testing to evaluate reliability and performance.
- UI/UX Development: Design of mockups and development of a user-friendly website.
- ROI: Acquisition of 5 new clients within the first year.
- Airbus Group (DE)Data ScientistAVIATION AND AEROSPACEMay 2022 - September 2022 (4 months)Marseille, France
- Non-compliance processing model: - Development of a machine learning model to identify duplicates and similarities in non-compliance data. - Accelerated solution delivery by quickly identifying and addressing similar issues.
- End-to-end testing: Implementation of data ingestion, transformation, and visualization tests for Bosler and Skywise, and performance evaluation of both frameworks.
- Data archiving: Automation of the archiving of overdue orders, ensuring secure and efficient data storage.
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Education
- Engineering Degree, EngineeringEcole Centrale Casablanca2022Diplôme d'ingénieur, Ingénierie
- Data ScienceRWTH Aachen University2020Data Science