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INTERACTIVE AI MATH LESSON

Gradient Descent Terrain Lab

Explore gradient descent on visual loss surfaces with learning rate, momentum, contour terrain, path trace, loss curve, CSV export, Markdown brief and JSON receipt.

Reviewed 2026-06-27

Education
Loss surfaceGradient pathLearning rateMomentumJSON receipt

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WHY IT IS DIFFERENT

It turns optimization into a visible terrain, not a black-box equation.

The contour map, descent path and loss curve make it clear why step size and momentum can converge, stall or overshoot.