MCnet Summer School 2025

Machine Learning

11 Jun 2025, 14:30

1h

Tutorials

Speaker

Gabriel Facini (University of London (GB))

Presentation materials

Aurélien Géron's Hands on ML book - see chapter 17 notebook on autoencoders, GANS, and diffusion models

Deep Learning for Particle Physics - lots of good notebook tutorials

Exercise on Normalizing Flows, as conducted in the 2nd Terascale School of Machine Learning 2021

Modern Machine Learning for LHC Physicists (reading only)

Normalizing flows for high-dimensional detector simulations (Tilman Plehn)