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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
EducationLoss surfaceGradient pathLearning rateMomentumJSON receipt
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.