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Machine Learning Short Exercise

  • CMS Machine Learning Data Analysis School (DAS) Short Exercise

Setup

  • Vanderbilt JupyterHub
  • LPC
  • Setup Libraries

Tutorials

  • 1. Loading Datasets
  • 2. Boosted decision trees with xgboost
  • 3. Dense networks
    • 3.1. Dense neural network with Keras
    • 3.2. Dense neural network with PyTorch
    • 3.3. Training a Jet Tagging with DNN
    • 3.8. Optimize a dense network with Bayesian optimization
  • 4. Convolutional Neural Networks for Jet-Images
  • 5. Graph Neural Network (GNN) with PyTorch Geometric
  • 6. Variational Autoencoders with Keras and MNIST
  • 8. Generative Adversarial Networks with Keras and MNIST
  • 9. Jet Tagging with Permutation Invariance
  • Repository
  • Open issue

Index

By Raghav Kansal, on behalf of the LPC

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