黄仁勋：未来计算的方式都会完全改变

what's going to happen in the next ten years say john will increase the computational capability for deep learning by another million times and what happens when you do that today we kind of learn and then we apply it we go train inference we learn and we apply it in the future we'll have continuous learning we could decide whether whatever that continuous learning result it will be deployed into the world's applications or not， but the computer will watch videos and new text and from all the interactions that it just continuously improving itself the training process and the inference process， the training process and the deployment process application process will just become one well， that's exactly what we do and that reinforcement learning loop will be continuous and that reinforcement learning will be grounded with real world data that is being through interaction as well as synthetically generated data that we're creating in real time just as when you're learning you take a pieces of information and you go from first principles it should work like this and then we do the simulation the imagination in our brain that future imagine state in a lot of ways manifests itself to us as reality and so your ai computer in the future will kind of do the same it'll do synthetic data generation it'll do reinforcement learning it'll continue to be grounded by real world experiences it'll imagine some things it'll test it with real world experience it'll be grounded by that and that entire loop is just one giant loop when you can drive the marginal cost of computing down to zero then there are many new ways of doing something you're willing to do。

you can't solve this new way of doing computing by just designing a trip every aspect of the computer has fundamentally changed and so everything from networking to the switching to the way that the computers are designed to the chips and self all of the software that sits on top of it and the methodology that pulls it all together it's a big deal because it's a complete reinvention of the computer industry and now we have a trillion dollars with the data centers in the world all of that is going to get retooled that's the amazing thing we've got we're in the beginning of a brand new generation of computing， it hasn't been reinvented in 60 years this is that this is why such a big deal it's it's hard for people to wrap their head around it um， but that's that's the that was the great observation that we made is it includes a chip， but it's not about that chip，

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