I have every confidence that once self-driving cars have done a pretty good job of mastering city/fair-weather driving conditions, that ML will be able to handle poor weather just as good or better than humans. For example, humans are susceptible to panic when they start to lose control of the vehicle and do unproductive things like lock up the brakes. Even experienced drivers do this. Self-driving autos won't.

But yes, in the short term, self-driving is a non-starter for many regions during winter months or inclement weather.