Gradient Descent Animator

Visualize optimization algorithms racing across 2D loss landscapes. Compare SGD, Adam, and more in real-time.

Gradient Descent Animatorbeta

Surface:

Optimizers:

Click to set starting position

Learning Rate0.0100

Momentum0.90

Beta1 (Adam)0.900

Beta2 (Adam)0.999

Steps / Frame1

ContoursGradient arrows

Step: 0

Click on the canvas to set the starting position. All computations run entirely in your browser.