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How many directions of gradients exist for a function in higher dimensional space?

Gradients are used in optimization algorithms. Based on the values of gradients, we generally update the weights of a neural network. It is known that gradients have a direction and the direction ...
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What all does the gradient tells us other than the direction to move parameters?

Gradients are used in optimization algorithms. I know that a gradient gives us information about the direction in which one needs to update the weights of a neural network. We need to travel in the ...
hanugm's user avatar
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