backpropagation

3 statements across 3 episodes · 0 bullish · 2 bearish · 3 people on the record · first statement Dec 8, 2017 by Frank Chen · across every show →

Everything said about backpropagation, oldest first

Dec 8, 2017 bearish
Opinion
Geoffrey Hinton: Backpropagation is a dead end for reaching general intelligence
“He says, I think we need a reboot. I think the path that I set everybody on, and fundamentally an algorithm called backpropagation, I think that's a dead end. I think if we want general intelligence, we're going to need to invent a new technique. We're going t…”
Frank Chen Dec 8, 2017 ▶ 20:15 AI: What's Working, What's Not
Jan 2, 2019
Insight
Shanahan: Three technical factors drive the machine learning revolution
“What's driving the whole machine learning revolution, if we can call it that is I mean, there are three things, and one is Moore's Law, so the availability of a huge amount of computation, and in particular the development of GPUs, or the application of GPUs t…”
Murray Shanahan Jan 2, 2019 ▶ 27:45 a16z Podcast | Artificial Intelligence and the 'Space of Possible Minds'
Oct 1, 2024 negative
Assertion Not checkable as stated
Schmidt: Zeroth-Order Optimization Requires 1,000x More Computation Than Backpropagation
“What we discovered is that backprop is still being like, you really do still need to be doing back propagation to find the optimal point of the loss. And it's just like zeroth order is like, what, like a thousand, like it worked, but it was like, you needed li…”
Jeff Schmidt Oct 1, 2024 ▶ 1:11:36 The Quest for Community-Trained Open Source AI Models
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