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The AI revolution has mostly been a hardware revolution. I studied AI in the 1990s, so I knew about neural networks and backpropagation, so when suddenly everyb
by mcv 2y ago
The AI revolution has mostly been a hardware revolution. I studied AI in the 1990s, so I knew about neural networks and backpropagation, so when suddenly everybody was talking about "Deep Learning", I wanted to know what was different about it. Turns out: not much. It's mostly just plain old backpropagation on a much larger scale because we have more powerful hardware.
Of course there have still been plenty of meaningful innovations, like the transformer/attention thing, but it's mostly the fact that affordable graphics cars offer massively-parallel floating point calculations which turns out to be exactly what we need to scale this up. That and the sheer amount of data that's become available in the age of the Internet.
- Tenoke 2y ago>The AI revolution has mostly been a hardware revolution. It's certainly important but this reads as overly simplistic to me. All the hardware we have today won't make an SVM or a random forest scale the way transformers do.
- porridgeraisin 2y agoNeural networks and backpropagation were known in the 90s too.