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Revolution is changing that. You have warned me not to get too close. It does look a little bit hazardous. This robot dog hasnt been programmed to walk. Its learning by itself. Its called reinforcement learning. What weve done here is, weve given it this task to try to kind of stand up and move forward. When it does well, one of the Computer Scientists gives it the digital equivalent of a pat on the head. I can see its doing better and better. Its strong. I try and put that in its way, and its stronger than i am. Yeah. Have you trained it to make a beeline for me . Uhhuh. I feel like im battli...

In many cases, it is just garbage in and garbage out. if you are harvesting the entire internet, you will have so many horrifying things included in there. 50, part of this really gets to the core production ethos of how al's made, which is, collect it all and figure it out later. if machines are learning from what's on the internet, material that's harmful needs to be filtered out, and much of that work still needs the scrutiny and judgment of humans. well, there are certainly countries where this type of outsourced labour is most commonly located. china, malaysia, kenya are some examples. bu...

There is the ai system like the chatgpts of the world. those are trained on public data. but for those systems to be useful, they have to be trained on something like a thousand billion... ..you know, a trillion words, something of that order of magnitude, something that would take on the order of 20,000 years for a human to read. so, they require an enormous amount of data. it's pretty much a third of the internet. those billions of words can include material most people would rather avoid. my concern is that the current emphasis on scale in artificial intelligence — which is to say creatin...

Gets to you, the core production ethos of how ai is made, which is collect it all and figure it out later. iii and figure it out later. if machines are learning from what is on the internet, material thatis is on the internet, material that is harmful needs to be filtered out, and much of that work still needs the scrutiny and judgement of humans. and 'udgement of humans. there are and judgement of humans. there are certainly _ and judgement of humans. there are certainly countries _ and judgement of humans. there are certainly countries where - are certainly countries where this type of outso...

Things included in there. so, part of this really gets to the core production ethos of how al's made, which is, collect it all and figure it out later. if machines are learning from what's on the internet, material that's harmful needs to be filtered out, and much of that work still needs the scrutiny and judgment of humans. well, there are certainly countries where this type of outsourced labour is most commonly located. china, malaysia, kenya are some examples. but, indeed, it's a growing market for people to be, really, doing this extremely difficult, extremely traumatising work. so, in a s...