Learning rate 0.050
Start position
Interactive gradient descent on a 1D loss surface. A ball descends the curve by following the negative gradient.
Step 0
x 2.300
Loss f(x)
Gradient
Status ready

Each step moves opposite to the gradient — the slope of the loss at the current position. Low learning rate: careful but slow. High learning rate: fast but risks overshooting the valley. Try starting near the peak (x = 0.15) to see which minimum the ball finds.