The numbers that I have seen indicate that humans have a fatal accident roughly once per hundred million miles, while we have one fatal accident for a self-driving car, with somewhere around ten million miles driven across all self-driving cars.
I've heard Uber is around 3 million self-driving miles.
So Uber would be 30x worse than humans.