Example Notebooks

The examples folder includes a collection of Jupyter notebooks that demonstrate the use of the PT-MELT package for different machine learning tasks. The examples included are:

• Regression (regression.ipynb): This notebook demonstrates how to use the PT-MELT package for regression tasks. The notebook uses each of the models available in PT-MELT and showcases the use of uncertainty quantification for each of the model types. The notebook demonstrates the entire typical workflow for ML regression:

  • Data creation

  • Data preprocessing

  • Model creation

  • Model training

  • Model evaluation

  • Visualizing model results