Why does the gradient point in the direction of maximum increase?
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Maybe an example will help. F(x,y)=x2+y2F(x,y)=x2+y2. Now the gradient would look like <2x,2y>or2xi+2yj<2x,2y>or2xi+2yj where ii and jj are unit vectors of the xx and yy axis. This vector field spans every quadrant. The gradient is sort of a place holder to build a vector field.
Certainly it does not point in one direction so in what sense is it pointing in the maximum direction? The maximum direction of what?
If you don't mind a little extra question on the side, but relevant, since it was the source of my original confusion. Is directional derivative is a dot product with the gradient and a unit vector pointing in any direction you choose but if the angle between the gradient and the unit vector is 0 , the cosine is 1 so that means that unit vector was pointing in the direction of the gradient ?
Since the directional derivative is a number only of what utility is it other than this observation ? I may be missing the boat on directional derivative.
Certainly it does not point in one direction so in what sense is it pointing in the maximum direction? The maximum direction of what?
If you don't mind a little extra question on the side, but relevant, since it was the source of my original confusion. Is directional derivative is a dot product with the gradient and a unit vector pointing in any direction you choose but if the angle between the gradient and the unit vector is 0 , the cosine is 1 so that means that unit vector was pointing in the direction of the gradient ?
Since the directional derivative is a number only of what utility is it other than this observation ? I may be missing the boat on directional derivative.
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