gamma-workshop

Supplementary materials for Astroparticle Physics meets Data Science Workshop

Getting started

1. Clone this repository
2. Set up a Python 3.9+ virtual environment
3. Install the requirements
   1. To use TensorFlow models: pip install tensorflow numpy scipy seaborn
   2. To use PyTorch models: pip install torch torchvision numpy scipy seaborn

File structure

• eda.ipynb: Jupyter notebook with exploratory data analysis
• utils.py: Utility functions for loading and preprocessing the data, as well as for printing the results
• mlp_tf.py: TensorFlow implementation of a multi-layer perceptron
• mlp_torch.py: PyTorch implementation of a multi-layer perceptron
• cnn_tf.py: TensorFlow implementation of a convolutional neural network
• cnn_tf.ipynb: Jupyter notebook with a TensorFlow implementation of a convolutional neural network
• mlp_torch.ipynb: Jupyter notebook with a PyTorch implementation of a multi-layer perceptron
• mlp_torch.ipynb: Jupyter notebook with a PyTorch implementation of a convolutional neural network