Learn AIYOUR EXPERIMENT
One neuron. Endless “what ifs”.
Explore weight, bias, and learning at your own pace. This is the same experiment as your lesson; its parameters stay with you.
THE NEURON PLAYGROUNDLive · on your device
INPUT x2items
× 1.00
weight
NEURON+ 0.00bias
PREDICTION ŷ2.00credits
2 × 1.00 + 0.00 = 2.00
0 items4 items
05
−25
Weight tilts the line.
Bias shifts it up or down.
Bias shifts it up or down.
Predictions meet examples
ModelExamples
MEAN SQUARED ERROR54.00
LEARNING STEPS0
LEARNING RATE0.02
Saved on this device
Three things to try
- Set weight to 0. Does changing the input still affect the output?
- Set bias to 2. Where does the line meet the vertical axis?
- Reset, then take one learning step. Did the average error decrease?
The example prices follow 3 × items + 2. They are invented to make the calculation easy to inspect. This is a linear model with no nonlinear activation.
Back to the guided lesson