Margot Berton

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

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Finsight

An agentic RAG system for financial analysis powered by Claude.

MCP RAG Agentic AI

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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.