Interactive Gradient Descent Visualization

See how the sign of the derivative determines the direction of weight updates — comparing symmetric scenarios

Scenario 1: Underprediction deriv < 0 → w↑
Scenario 2: Overprediction deriv > 0 → w↓
Scenario 3: Oscillation deriv ± alternates
Iteration 0 / 0

Chain Rule Derivation (Current Iteration)

Full Iteration Log

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