Earlier quoted context omitted.
Curious; If you train a neural net to drive a car with X number of samples, and the car does something erratic, how do you determine which data item introduced the erratic behavior and how do you go about untraining that behavior?
Gradient descent is done in batches and over the aggregate collection of the training data so it's pretty lossy. Usually the error is more of the fault of the learned model itself, and then the culprit is attributed to neuron "mis"-activations post-hoc. Often, problems take the form of generalization error instead. And yes, all of these problems are still quite unsolved, which is why we don't have end-to-end neural n…
Waymo One: The next step on our self-driving journey
81–90 of 175 posts
Re: Waymo One: The next step on our self-driving journey
#82Re: Waymo One: The next step on our self-driving journey
#83So if the car stops unexpectedly, the display might show, "waiting for a crossing pedestrian". Ideally with a simple map diagram of what's around the vehicle.
Re: Waymo One: The next step on our self-driving journey
#84Re: Waymo One: The next step on our self-driving journey
#85Earlier quoted context omitted.
I'm a big fan of Sweden's Project Zero, one leg of which is setting and enforcing a speed limit of 30 km/h on any road or street without fully separated pedestrian & cycle infrastructure. I don't know if self-driving will help accomplish this everywhere, but I'd be ecstatic if it did. > We could even tolerate a little bit more errors because accidents would not be harmful too much. instead of "harmful too much" you c…
About the speed of a sprinting human, unsurprisingly.
Re: Waymo One: The next step on our self-driving journey
#86Earlier quoted context omitted.
"Keeping the safety drivers in the beginning, scaling up, and getting a year or more worth of actual real world use, before slowly scaling back the drivers is what I'd call a very responsible choice." A whole year! Truly sage-like wisdom from the MoveFastBreakThings generation of technical development. It is simultaneously comical, exasperating and sad to watch this tragedy unfold. We will slowly build our own, moder…
That’s funny, a month ago my car was totaled by a guy who fell asleep and blew through a red light. That happened at a right angle but only at 30mph. Since then I’ve been concerned at every intersection about what the other cars will do. I’m not sure how much of it can be blamed on cell phone use, but I swear that human drivers have been getting substantially worse over the last few years (at least in the Bay Area).…
We're going to do it but as with so many things we might want to ask ourselves if its wise to automate so very much while we still haven't aced security.
Re: Waymo One: The next step on our self-driving journey
#87One feature I like is the LCD displays for passengers, which (supposedly) show what the Waymo car is "thinking". So if the car stops unexpectedly, the display might show, "waiting for a crossing pedestrian". Ideally with a simple map diagram of what's around the vehicle.
I'm sure the Waymo folks know that one of the largest barriers to success for automated vehicles is public perception and fear. Each time a rider rides in one of these, they get a beautifully rendered window into the car's brain, which helps build the trust needed to sell the technology.
Re: Waymo One: The next step on our self-driving journey
#88I hope they roll this out in Miami soon. Miami has some of the laxest AV regulations in the country. Also would happily pay to not drive in this mess every day.
Re: Waymo One: The next step on our self-driving journey
#89Earlier quoted context omitted.
"Keeping the safety drivers in the beginning, scaling up, and getting a year or more worth of actual real world use, before slowly scaling back the drivers is what I'd call a very responsible choice." A whole year! Truly sage-like wisdom from the MoveFastBreakThings generation of technical development. It is simultaneously comical, exasperating and sad to watch this tragedy unfold. We will slowly build our own, moder…
You have it exactly backwards. You will _know_ what the vehicle will do because it will be programmed to do it. Meanwhile, that other vehicle could do anything because the driver might be texting, might have fallen asleep, might be in a fit of rage. Driving is an absurdly dangerous thing to do. We don't tolerate that level of risk in almost anything else in life. It just so happens that getting around at 60mph is so…
I don't share either the OP's confidence in the attentiveness of human drivers or yours in the existence of bug-free complex software
The biggest differences between the two is that (i) software bugs can be potentially be systematic across all vehicle types and sudden, whereas human failure modes are discrete (ii) we have pretty good data on human failure modes which set the mileage interval for catastrophic failure surprisingly high, even higher if excluding human failures linked to behaviours society has decided not to tolerate, such as DUI and road racing.