Gradient Descent Feature Scaling Lab

RAW UNSCALED

Dataset & Hyperparameters

Scaled Sample Data

Row Feature 1 Feature 2
Loss Contour Landscape [w1, w2]
Click/Drag on canvas to place initial weights

Hessian & Loss Metrics

Condition Num (κ) 68.4
Eccentricity 0.99
Steps Taken 50
Final Loss 0.0024
Oscillating trajectory on unscaled loss surface due to high condition number; instant radial convergence when standardized.

Loss History (Epochs)

raw 68.4 50 false
Enjoy this tool? Build your own with Super