Training

ChauffeurNet was trained with 30 million expert driving examples using imitation supervised learning. The model inputs are the top-down images we defined in the Input and output representations section, as illustrated in the following flattened (aggregated) input image:

The image is best viewed in color. Source: https://arxiv.org/abs/1812.03079

Next, let's look at the components of the ChauffeurNet training process:

ChauffeurNet training components: (a) the model itself, (b) the additional networks, and (c) the losses. Source: https://arxiv.org/abs/1812.03079 ...

Get Advanced Deep Learning with Python now with the O’Reilly learning platform.

O’Reilly members experience books, live events, courses curated by job role, and more from O’Reilly and nearly 200 top publishers.