The simplest Perceptron you'll ever see.
Let's suppose you have the following data set:
| Height (cm) | Weight (kg) | Class (0-1) |
|---|---|---|
| 180 | 80 | 0 |
| 175 | 67 | 0 |
| 100 | 30 | 1 |
| 120 | 32 | 1 |
0 - adult
1 - child
You need to process the table to this format:
const x = [
[180, 80],
[175, 67],
[100, 30],
[120, 32]
];
const y = [0,0,1,1];
Then just create a new Perceptron passing the shape of the data (height and weight), the learning rate and the number of iterations. By default the learning rate is set to 0.01 and the number of iterations is set to 10.
const p = new Perceptron( x[0].length );
Call the fit function
p.fit(x,y);
And you're all set to make predictions
p.predict([178, 70])
Super simple.