Reputation: 2781
I am trying build predictive system into a MERN app. I am new to Tensorflow and just followed this tutorial which gets relation between Horsepower and Miles per gallon.
https://codelabs.developers.google.com/codelabs/tfjs-training-regression/index.html#6
I've not understood how to utilize this to get a predicted value. How do I enter a horsepower in input field and get predicted MPG.
const xs = tf.linspace(0, 1, 100);
const preds = model.predict(xs.reshape([100, 1]));
The above line is used to plot range of horsepower from low to high I guess. But how do I get a predicted value for entered value?
Please help
Upvotes: 3
Views: 4969
Reputation: 18381
Given the model, the features are a 2d dimensional data.
If you have an input field value, you can find its prediction by using
const tensor = model.predict(tf.tensor([valueOfInput], [1, 1]))
// Get the value
const value = tensor.dataSync()[0]
Upvotes: 5