As a ML Engineer, I have contributed end-to-end to the productionization of multiple AI products at Ubisoft, GitGuardian, and Sanofi.
Sanofi (Dec 2024 - Present) | MLOps Engineer - GenAI & LLMOps
- Development of an Unstructured Data Pipeline (OCR+VLM with Docling, AWS Textract, and Bedrock) deployed via Terraform module
- Share LLMOps best practices for GenAI teams at Sanofi : Weave, LLM as Judge, GenAI Experiments, cost monitoring...
- Stack: AWS Lambda, S3, ECR, Step Functions, Claude Sonnet, Amazon Nova Pro, Docling, HuggingFace, AWS Textract, PyMuPDF, Pinecone, W&B Weave
GitGuardian (Oct 2023 - Dec 2024) | Machine Learning Engineer
- Built the company MLOps stack from scratch: GitLab CI, SkyPilot, DVC, Dagster, BentoML, Helm, ArgoCD
- Fine-tuned and integrated NLP models (CodeBERTa) into the Secrets Detection Engine, reducing false positives by 5x
- Stack: Transformers, PyTorch, FastAPI, ONNX Runtime, AWS EKS, Django, Celery, Kubernetes
Ubisoft (Feb 2021 - Oct 2023) | Machine Learning Engineer
- End-to-end fraud detection project for e-commerce transactions (Ubisoft Connect and Steam)
- Led research tasks (feature engineering, semi-supervised learning) and implemented MLOps best practices
- Saved 5% of net sales (~4M€/year) compared to previous fraud detection product
- Stack: XGBoost, DVC, ClearML, AWS Sagemaker, ECS, Kubernetes, Hadoop, Snowflake, Spark
- Web platform helping football fans discover and scout new players using advanced analytics
- Features player statistics, visualizations, and scouting tools for a broad audience
Programming: Python expert
Machine Learning: ML, NLP, GenAI, PyTorch, Transformers, Scikit-Learn, ONNX
Generative AI: OpenAI API, AWS Bedrock (Claude, Nova), HuggingFace, Langchain, Docling, W&B Weave
DevOps: AWS (Lambda, Step Functions, Batch, EKS, ECS, Sagemaker, S3, Bedrock), Kubernetes, Docker, GitLab CI, GitHub Actions, Helm, ArgoCD, Terraform
MLOps: W&B Weave, DVC, SkyPilot, BentoML, ClearML, Mlflow
Data Viz: Streamlit, Grafana, Tableau
Data Engineering: Temporal, Dagster, Airflow, Spark, Hadoop (HDFS, Hive), Snowflake
And Team Work, Being friendly with colleagues and Goal oriented 😄
Please contact me through Linkedin, Malt or email.