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Questions tagged [gradient]

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3 votes
3 answers
2k views

Why a sign of gradient (plus or minus) is not enough for finding a steepest ascend?

Consider a simple 1-D function $y = x^2$ to find a maximum with the gradient ascent method. If we start in point 3 on x-axis: $$ \frac{\partial f}{\partial x} \...
Kenenbek Arzymatov's user avatar
13 votes
4 answers
24k views

How to prevent vanishing gradient or exploding gradient?

What's causing the vanishing gradient or exploding gradient, and what are the measures to be taken to prevent it?
yashdk's user avatar
  • 169
1 vote
1 answer
926 views

vanishing gradient and gradient zero

There is a well known problem vanishing gradient in BackPropagation training of ...
user6703592's user avatar