Conformal Prediction, Machine Learning, Uncertainty, Forecasting, Open Source.
interval band to account for the complexity of each individual instance we can use different methods, in this example, we will use the helper function sigma_knn for this purpose. The function estimates the difficulty by the mean absolute errors of the k (default k=5) nearest neighbours to each