uhh-pd-ml

sk_cathode

An instructive notebook implementation of anomaly detection algorithms, such as CATHODE, hiding the technical implementation details behind a scikit-learn-like API.

EPiC-GAN

Pytorch implementation of the EPiC-GAN as introduced in http://arxiv.org/abs/2301.08128

flow-exercise

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

anomaly_exercise

Exercise on Anomaly Detection in Particle Physics for the 3rd Terascale School of Machine Learning

beyond_kinematics

Code for the results presented in the paper 'Flow Matching Beyond Kinematics: Generating Jets with Particle-ID and Trajectory Displacement Information'.

FastJet-LHCO

Jet Clustering with FastJet on LHC-Olympics Data

treebased_ad

Anomaly Detection using tree-based algorithms

EPiC-FM

EPiC Flow Matching Implementation for Generating Jets as Point Clouds (https://arxiv.org/abs/2310.00049)

LHCO_EPiC-FM

Flow Matching Generative Models for 'Full Phase Space Resonant Anomaly Detection' (https://arxiv.org/abs/2310.06897)

treebased_anomaly_detection

CNN-exercises

CNN exercises for the ErUM Data Deep Learning school 2023

Evaluation_of_metrics_fo_generative_models-thesis_Jan_Schreiber

The repository for my bachelor's thesis - Benchmarking of different metrics for the evaluation of the output of GANs in comparisson to fully simulated Geant4 Data.

bsc_thesis_lennart

Random collection of tools for Lennart's bachelor thesis

bsc_thesis_kristian

Autoencoder and preprocessing tools used in Kristian's bachelor thesis.

CERN-CSC-2022

Usefull Data Visualization tutorials

Frechet-Distance-Evaluation

Frechet Distance Evaluation of Generative Models for Calorimeter Shower Simulation - Bachelorthesis Nana Werther