How motion planning happens in Self-Driving Cars?

We looked into various machine learning algorithms, deep learning e.t.c. all this algorithms can predict the things like yes or no and even some algorithms can do sequential predictions. But how can we do predictions on random events. Check this podcast to know more about motion planning in self driving cars.