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Jun 1, 2022 at 20:57 comment added Rafael Toledo Fixing @Sam's comment, SGD is about parameters updating!, it's an optimizer! The backpropagation algorithm is what computes the gradients.
Oct 20, 2017 at 15:22 answer added Kazuya Tomita timeline score: 2
Oct 20, 2017 at 13:32 comment added Sam Yeah, I think the Gif is strange
Oct 20, 2017 at 2:13 comment added Aaron The momentum doesn't escape. It's the green line and it stays in the saddle point until the end.
Oct 20, 2017 at 0:18 history edited Kazuya Tomita CC BY-SA 3.0
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Oct 20, 2017 at 0:17 comment added Kazuya Tomita I totally agree with you, so do you think the animated gif is strange, too?
Oct 19, 2017 at 14:42 comment added Sam Why is SGD (Stochastic Gradient Descent) listed with these other things? SGD is about how to calculate the Gradient, not about how to update it. I don't think SGD's should get stuck in a saddle, because any subset that you choose to calculate the stochastic gradient will have a slightly different error plane, so it should never stop updating (unless you decrease the learning rate to 0)
Oct 19, 2017 at 14:13 history asked Kazuya Tomita CC BY-SA 3.0