Get Uncertainty Estimates in Regression Neural Networks for Free

Given the right loss function, a standard neural network can output uncertainty as well

Photo by Christina Deravedisian on Unsplash

Whenever we build a machine learning model, we usually design it in such a way that it outputs a single number as the prediction. Most models from scikit-learn work like this: tree-based models, linear models…