About Souhila
- Migration and modernization of data architectures to GCP
- Design of robust and scalable data pipelines (ETL, orchestration, CI/CD)
- Deployment of AI & Generative AI solutions (RAG, agents, chatbots, voice bots, automation)
- Production deployment and monitoring (MLOps, DataOps)
- Implementation of CI/CD pipelines and automation of deployments using Gitlab CI/CD
French
Native or bilingual
English
Fluent
Arabic
Native or bilingual
Experience
- Capgemini Adéo Leroy Merlin–Tech LeadRETAIL (LARGE RETAILERS)September 2025 - Today (11 months)Paris, FranceProject: Development of an intelligent voice bot for Leroy Merlin customer service, based on Agentic, internal API, and generative AI.
- Development of a generative AI voice bot for Leroy Merlin customer service.
- NLU + GenAI for intent detection and automated responses.
- Implementation of RAG and integration via backend API (orders, GDPR, identification).
- Conversational orchestration and fallback management to a human agent.
Tech Stack: Python, GCP (DataStore, Gemini Enterprise for Customer Experience (Cxagentstudio), Conversation Agents, GCS), Github, API (FastAPI), Agentic - Capgemini RenaultData Engineer / Generative AI EngineerAUTOMOBILEMarch 2025 - August 2025 (5 months)Boulogne-Billancourt, FranceProject: Agent API / Improve and automate the API lifecycle via Generative AI
- Definition of the architecture and working with the solutions architect: design and implement the scenario.
- Implementation and industrialization of a RAG preparation agent: Design and deployment of a data pipeline to extract APIs from the Service Registry and transform them via GenAI and LangGraph.
- Deployment on Cloud Run, orchestrated by Cloud Scheduler with support for full and delta loading modes (daily update of modified APIs only)
- Industrialization of an API generation agent: Development of a FastAPI API deployed on Cloud Run and orchestrated with LangGraph, allowing the generation of OpenAPI/Swagger files from invocations to the internal GenAI platform (Next Gen AI)
- Collaboration with DevOps teams for the implementation of CI/CD pipelines and automation of deployments in the production environment.
Tech Stack: Python, GCP (Cloud Run, Cloud Storage, Cloud Scheduler, Vertex), FastAPI, LangGraph, Docker, Gitlab, GitlabCI/CD - Capgemini RATPMachine Learning Engineer / MLOpsTRANSPORTATIONJuly 2024 - December 2024 (5 months)Gare de Lyon, Paris, FranceProject: SEM’ALAIN chatbot application, based on generative AI and a RAG architecture, helps support agents in performing their job-related tasks for various subjects within their mission.
- Load testing for scaling from 500 agents to 5000 agents
- Deployment of the chatbot to 5000 agents. Opening to a wide panel of agents
- Scoping, development, and industrialization of a monitoring dashboard on Datadog, and implementation of metrics to monitor the chatbot's performance evaluation.
- Perform the RUN process (bug fixing and feeding a backlog of functional enhancements), VSR (regular service verification), and TMA (Third-Party Application Maintenance) preparation.
Tech Stack: Python, Langchain, FastAPI, AWS, Azure, RAG, OpenAI, GPT o-mini, Docker, shell, Gitlab, Datadog (APM, DDTrace, LLMObservability, Auto-instrumenter), Locust, RAGAS, Monitoring/Logs, Openlens, Langfuse.
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Education
- Master 2 Machine Learning for Data ScienceUniversité de ParisMaster 2 Machine learning for Data Science
- Master 2GoogleMaster 2