Scientific Presentations

Sometimes I am asked to share slides on my scientific talks. In these cases, I post them here.

Overview of my research

• Machine Learning, Complexity and a Vision for Data-Oriented Science at Eawag (Eawag seminar, Feb 2025). Video. Slides.

Machine Learning Theory

• Being Biased Before Seeing the Data (School on Analytical Connectionism 2025). Slides.
• Class Imbalance in Anomaly Detection: Learning from an Exactly Solvable Model (Statphys 2025). Slides.
• The effect of class imbalance on gradient-based dynamics (Porquerolles 2023). Slides.
• Comparing Dynamics: Deep Neural Networks versus Glassy Systems (ICML 2018). Video [corrupted audio].

Machine Learning Applied to Ecotoxicology

• Predictive Ecotoxicology in the Age of AI: A Roadmap (Setac Europe 2025 - keynote talk). Slides.