Loss Surface and Gradient Descent Visualization
Loss Visualization
Gradient Descent
Model Parameters
w₁ (hours)
0.050
-1
1
w₂ (days)
0.100
-1
1
bias (b)
-0.500
-1
1
Snap to optimal
Avg BCE Loss
—
User
Hours
Days
Keep
z
P(Keep)
BCE
Loss Surface (drag to rotate · scroll to zoom)
Starting Weights
w₁ (hours)
-0.010
-1
1
w₂ (days)
-0.160
-1
1
bias (b)
-0.430
-1
1
Gradient Descent
Learning Rate (α)
0.0001
0.0001
0.01
▶ Run
↺ Reset
Step
0
Loss
—
Current Weights
w₁
-0.010
w₂
-0.160
bias
-0.430
Loss Surface (drag to rotate · scroll to zoom)
User
Hours
Days
Keep
z
P(Keep)
BCE