Gradient Hill Climber

Learn optimizers by driving a ball down a loss landscape

Pick a terrain, drop a ball, tune the optimizer, and watch how step size and momentum change the path. This 3D sandbox is focused on free play.

Landscape

Loss: 0.000

Grad norm: 0.0000

Step size: 0.0000

Steps: 0

Loss vs step

Loss Colormap

min 0.00max 8.00

current 0.000

Click surface to drop, drag to orbit, scroll to zoom

Optimizer Controls

Optimizer

Learning rate0.150

Batch size16

Noise scale0.060

StatusIdle

Race mode (run all optimizers)

Hints

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