Recently, I have been interested in adding a confidence metric to the predictions made by a machine learning model I have been working on. In this blog post, I will outline a few strategies I have been exploring to do this. Powerful deep learning models like AlphaFold are great, not only for the predictions they make, but they also generate confidence measures to give the user a sense of how much to trust the prediction.