Estimating Uncertainty

With the inclusion of more deep-learning-based models inside autonomous vehicle systems, the issue of safety becomes even more central, but also challenging.

One hope is to build deep learning models that are also able to output calibrated estimates of their confidence. This requires understanding the different types and sources of uncertainty in the output of deep-learning model.