How to Validate a Machine Learning Model

The validation data set is the portion of the prepared data that's been set aside to validate a model during model validation and evaluation. The test data helps to verify the generalization performance of a model. And it's important to know that because we have to have good quality data that we know is good. If you train it with bad data, no surprise, you'll have a bad model.