Peter Norvig

What's the effect on society as a whole of mass incarceration or discrimination of various kinds?

What's the effect on society as a whole of mass incarceration or discrimination of various kinds?

So you're not just serving one user, you're serving all these different constituencies.

So you're not just serving one user, you're serving all these different constituencies.

I mentioned this idea of varying autonomy and control, so not having to give up control if you have more automation.

I mentioned this idea of varying autonomy and control, so not having to give up control if you have more automation.

And I think there's the aspect that it's multidisciplinary and multicultural.

And I think there's the aspect that it's multidisciplinary and multicultural.

And I think too often you see

And I think too often you see

Companies say, okay, I want to build a system, so the engineers will build it and get it working, and then afterwards, we'll tack on this extra stuff to make it look better or make it more fair or less biased and so on.

Companies say, okay, I want to build a system, so the engineers will build it and get it working, and then afterwards, we'll tack on this extra stuff to make it look better or make it more fair or less biased and so on.

I think when you do that, you don't end up with good results.

I think when you do that, you don't end up with good results.

You've got to really bring in all these people right from the start.

You've got to really bring in all these people right from the start.

uh and uh both in terms of being aware of of what it means to build a system like this and then also that you know as we were saying before a lot of these problems is deciding what is it that we want what is it that we're trying to optimize and different people have different opinions on that and so if you get a

uh and uh both in terms of being aware of of what it means to build a system like this and then also that you know as we were saying before a lot of these problems is deciding what is it that we want what is it that we're trying to optimize and different people have different opinions on that and so if you get a

a homogeneous group of engineers, they might all think the same thing.

a homogeneous group of engineers, they might all think the same thing.