projets

Projets de recherche, outils et initiatives communautaires à l'intersection de la topologie, de la science des données et de l'IA.

research

Topological Foundations of Reinforcement Learning

Applying algebraic topology to understand the structure of RL state, action, and policy spaces.

The Shape of Data

Geometry-Based Machine Learning and Data Analysis in R — co-authored book published by No Starch Press.

WoComToQC Workshop

Workshop on Computational Topology & Quantum Computing — interdisciplinary research event.

Intelligent Resource Allocation via Deep RL

Deep Q-Networks for wireless network resource allocation and optimization.

Geometric ML Toolkit

Tools and notebooks for geometric and topological machine learning in R and Python.

teaching & outreach

ML Teaching Materials

Open-source machine learning teaching materials and Jupyter notebooks for beginners.