
Margot Berton | Data Scientist
Currently working in AI/ML at BNP Paribas – Montréal
Python Applied Machine Learning Model Interpretability AI & Societal Impact
Selected projects
Shortcut Learning in NLI
What if an AI could score well on a language test without actually understanding language? This project reveals how AI models pick up on subtle statistical patterns in training data — and what it means for how much we can trust their results.
Dataset bias AI Safety Distribution shift
Finsight
An agentic RAG system for financial analysis powered by Claude.
MCP RAG Agentic AI
Contact
I’m always happy to discuss data science, applied machine learning, and how AI systems can be designed with real-world and societal considerations in mind.