Experiment 02
3D Surface Fitting
The network maps two inputs (x₁, x₂) to a single output — its prediction is now a surface over a 2D input plane. Drag to rotate. Hit Train to watch a flat surface morph to fit the noisy sin(x₁)·cos(x₂) target.
MSE loss
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Epoch
0
Architecture
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lr = 0.04 · full-batch GD · tanh hidden · linear out
Data points
Network surface
Residuals (vertical)
Loading 3D engine…
Drag to rotate · Scroll to zoom
Architecture
Hidden layers: 2
Neurons per layer
Weights & Biases