README.md

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

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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

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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

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Topic 3: Neural Simulation-Based Inference

Instructors: Aishik Ghosh and Elham E Khoda

Slides and Notebooks are available inside the SBITutorial folder

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Topic 4: Generative Models

Instructors: Aishik Ghosh and Elham E Khoda

Slides and Notebooks are available inside the generative_models folder