Forecasting Uncertainty with Linear Models like in Deep Learning

Incorporate into Prediction Intervals both Aleatoric and Epistemic Uncertainties

Marco Cerliani
Towards Data Science
5 min readSep 21, 2022

--

Photo by engin akyurt on Unsplash

Usually, applications in the machine learning industry don’t consider how to produce uncertainty estimates. In many real-world tasks, it’s not only required to make accurate predictions. Providing a confidence score on the

--

--