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Gradient descent overshoot - why does it diverge?

If you overshoot by 10% you are fine, for example if the solution is 0 and the starting value 1000, you go to -100, +10, -1, +0.1 etc. If you overshoot by 80%, you converge but much smaller. If you ov …
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