Tensor Flow Getting Started Example for ml5 Medium

ml5_medium_example1

// Tiny TFJS train / predict example.
async function myFirstTfjs() {
  // Create a simple model.
  const model = tf.sequential();
  model.add(tf.layers.dense({units: 1, inputShape: [1]}));

  // Prepare the model for training: Specify the loss and the optimizer.
  model.compile({
    loss: 'meanSquaredError',
    optimizer: 'sgd'
  });

  // Generate some synthetic data for training. (y = 2x - 1)
  const xs = tf.tensor2d([-1, 0, 1, 2, 3, 4], [6, 1]);
  const ys = tf.tensor2d([-3, -1, 1, 3, 5, 7], [6, 1]);

  // Train the model using the data.
  await model.fit(xs, ys, {epochs: 250});

  // Use the model to do inference on a data point the model hasn't seen.
  // Should print approximately 39.
  document.getElementById('micro_out_div').innerText +=
      model.predict(tf.tensor2d([20], [1, 1]));
}