How to deal with Uncertainty in the era of Deep Learning

Recently no day goes by without a publication of a new outstanding machine learning application, most likely powered by some deep learning model. At the latest when it supports critical decision-making, you should think about the degree of certainty that comes with every prediction. We will go through why that is, how to define uncertainty and eventually look at some code examples so that you will be able to apply our findings in your next project. Let's do a thought experiment. Imagine you're a company that organizes safaris, and you want to create a safer experience for clients in their adventures.