/2023-icts

This repository contains all the notebooks used for the ML4HEP 2023 school

Primary LanguageJupyter Notebook

Statistical Methods and Machine Learning in High Energy Physics 2023

Repository contains the tutorial codes and lecture slides.
Main School website: https://www.icts.res.in/program/ML4HEP

Topic 1: Sets and Graphs for ML in High Energy Physics

Instructor: Sanmay Ganguly

You can find the DeepSets and Graph Neural Network lecture notes and tutorial materials inside the set_graph_ml_icts2023 folder

Topic 2: Introduction to Machine Learning through BDT and Neural Network

Instructors: Aishik Ghosh and Elham E Khoda

Slides and Notebooks are available inside the higgs_classification folder

Topic 3: Neural Simulation-Based Inference

Instructors: Aishik Ghosh and Elham E Khoda

Slides and Notebooks are available inside the SBITutorial folder

Topic 4: Generative Models

Instructors: Aishik Ghosh and Elham E Khoda

Slides and Notebooks are available inside the generative_models folder