$[$ From in$-$class discussion: weeks $4,5]$ Which statement is FALSE regarding supervised learning:

In supervised learning, prediction errors can occur when a machine learning model superfits the training dataset.

The goal of supervised learning is to make predictions about unknown cases based on known cases.

In supervised learning, a machine learning model is first given a training dataset consisting of labeled data.

After supervised training, a machine learning model is given a test dataset to determine how well it has learned its task.