Bamara Soro

Data Scientist MLOps & Generative AI | Python & Cloud (GCP) Expert

Status: Freelance (Immediately Available)

I am a Data Scientist and Statistical Engineer (ENSAI graduate), specializing in the design, modeling, and production deployment of Artificial Intelligence systems.

I am seeking freelance assignments on complex issues combining Machine Learning, Back-end development, and Cloud architecture.

Key Expertise and Achievements

1. Generative AI: RAG Architecture in Production (Current Assignment)

I specialize in intelligent systems leveraging textual data and document automation.

End-to-End RAG Architecture: I designed and deployed an AI assistant for technical analysis (e.g., BMS documentation), including complex PDF ingestion, vectorization (embeddings), indexing in a Vector DB, and LLM orchestration (Gemini/GPT) for structured synthesis.

MLOps Deployment: Implementation of the inference API with FastAPI, containerization (Docker), and deployment on Google Cloud Run to ensure scalability.

Key Tools: Expertise in LangChain, Hugging Face models, and embedding management.

2. Artificial Intelligence in Production (Classic ML)

My experience covers the entire Machine Learning value chain, ensuring robust and actionable solutions.

Production Deployment (MLOps): Mastery of continuous integration and deployment via API (FastAPI) and Cloud platforms (GCP).

Concrete Example: Design and deployment of a real-time marketing scoring engine at Epsilon France, based on supervised ML.

3. Technical Skills

Languages: Python (Expert), R, SQL.

ML/DL Libraries: Scikit-learn, PyTorch.

Cloud & Infra: GCP (BigQuery, Vertex AI, GCS), Docker, FastAPI.

See my projects and achievements on GitHub: github.com/bamarasoro