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Gradient Descent Visualizer

Watch gradient descent navigate loss surfaces step by step

Chapter 14 — Stochastic Gradient Descent

About This Simulator

Explore how gradient descent optimizes different loss surfaces. Choose from classic functions like the Rosenbrock banana or an elongated quadratic. Compare standard GD, noisy SGD, and momentum-based methods. Click the canvas to set the starting point, then run or step through the optimization.

Controls

Click on the canvas to set start position.

Loss Surface & Optimization Path

Position --
Loss --
Steps 0
Gradient Norm --

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