Description

Ingénieure en data science et intelligence artificielle (Mines x Télécom Paris), 5 ans d’expérience en data science et data engineering (Bouygues, Allianz, Total). Aujourd’hui spécialisée en IA générative (LLM, RAG, LangChain, Llama, Falcon) et en pipelines data à grande échelle (Spark, SQL, AWS). J’accompagne mes clients du cadrage à la mise en production, avec une double expertise :

• Applications LLM : recherche augmentée (RAG), chatbots métier, embeddings sur mesure

• Pipelines & DataOps : Spark, Databricks, ETL, AWS, SQL

• MLOps : Docker, FastAPI, CI/CD, monitoring

• Data storytelling : transformer les analyses en décisions concrètes

Objectif : livrer des solutions robustes et impactantes, adaptées à vos enjeux métiers.

Languages

French
Native or bilingual
English
Native or bilingual
German
Conversational
Arabic
Basic

Workplace preferences

Remote only

Primarily works remotely

Euler Hermes
data scientist freelance
BANKING AND INSURANCE
March 2024 - Today (2 years and 2 months)
Auto entrepreneur
LLM engineer
January 2024 - Today (2 years and 5 months)
• Built custom Retrieval-Augmented Generation (RAG) pipelines combining vector databases (Faiss, Pinecone), Langchain orchestration, and LLMs (LLaMA, GPT, Falcon) for knowledge-intensive tasks (e.g. support automation, document Q&A, expert systems).
• Fine-tuned open-source models (LLaMA, Mistral) on domain-specific corpora using PEFT (LoRA) and supervised fine-tuning.
• Integrated embedding generation workflows (OpenAI, HuggingFace) for scalable vectorization and semantic search.
• Deployed inference services with FastAPI, Docker, and GPU orchestration on AWS/GCP.
• Ensured latency/quality tradeoffs with prompt engineering, reranking, and hybrid retrieval.
• Contributed to architectural decisions: RAG vs Finetuning, latency vs accuracy, model hosting strategies.
• Collaborated with cross-functional teams (product, infra, business) to translate abstract ideas into working prototypes.

Technologies: Python, Langchain, Faiss, OpenAI, HuggingFace, LLaMA, Mistral, FastAPI, Docker, AWS, GCP.
Bouygues Telecom
Data scientist
TELECOMMUNICATIONS
March 2022 - Today (4 years and 3 months)