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Mathematics

The Gradient Vector as the Direction of Steepest Ascent

Quick fact

The direction of steepest ascent is perpendicular to the level curves (contour lines) of the function. Just as the steepest path up a mountain is straight up the slope, the gradient points at right angles to the lines of equal height.

Why this is interesting

Have you ever wondered which way a ball would roll on a hilly landscape? Or how a search algorithm finds the best solution? The answer lies in a simple vector that points uphill.