4 ms·

Not sure why you think simulation environment is more valuable than real world data. Waymo doesn't even have as much data in simulated environment as Tesla doe

• danblick 9y ago
  In a simulation environment you know ground truth. (Where objects actually were vs. what you saw.) You can play the same scenario from slightly different angles. Or different conditions (rain, snow, low light, bright light). You can look at counterfactuals (what would I have seen if I had done X). You can test the behavior of your system without actually setting a computer loose in the real world. From "real world" recorded data you have none of these things. This is the difference between observational and experimental data and it's a huge difference.
  • ghshephard 9y ago
    Agreed with everything you are saying -but my understanding is that the Waymo simulation system doesn't simulate Input, it simulates the objects. The whole idea being that responding to objects is a separate problem from perceiving the in the first place.
• Fricken 9y ago
  Waymo has claimed they do 8 million miles a day, and it's in simulation that they've made the lion's share of their progress the past few years. In simulation you can model thousands of variations of any particular corner case, the AI doesn't know the difference between real and virtual environments. Dedicated test vehicles are collecting many terabytes a day. Google mentioned years ago that they're gathering over a gig per second of data from their test vehicles, and it's likely more than that now. Tesla is gathering a gig or 2 of data at a time from it's hw2 equipped cars here and there. I'm optimistic that Tesla can, by the end of the year, get to about where Google was at in 2011.