which-letter-simple.js

const assert = require('assert');
const brain = require('../../src');

const a = character(
  '.#####.' +
  '#.....#' +
  '#.....#' +
  '#######' +
  '#.....#' +
  '#.....#' +
  '#.....#'
);
const b = character(
  '######.' +
  '#.....#' +
  '#.....#' +
  '######.' +
  '#.....#' +
  '#.....#' +
  '######.'
);
const c = character(
  '#######' +
  '#......' +
  '#......' +
  '#......' +
  '#......' +
  '#......' +
  '#######'
);

/**
 * Learn the letters A through C.
 */
const net = new brain.NeuralNetwork();
net.train([
  { input: a, output: { a: 1 } },
  { input: b, output: { b: 1 } },
  { input: c, output: { c: 1 } }
], {
  log: detail => console.log(detail)
});

/**
 * Predict the letter A, even with a pixel off.
 */
const result = brain.likely(character(
  '.#####.' +
  '#.....#' +
  '#.....#' +
  '###.###' +
  '#.....#' +
  '#.....#' +
  '#.....#'
), net);

assert(result === 'a');

console.log(result); // 'a'



/**
 * Turn the # into 1s and . into 0s. for whole string
 * @param string
 * @returns {Array}
 */
function character(string) {
  return string
    .trim()
    .split('')
    .map(integer);
}

/**
 * Return 0 or 1 for '#'
 * @param character
 * @returns {number}
 */
function integer(character) {
  if ('#' === character) return 1;
  return 0;
}