Task: Demonstrate Why fit transform is Used on Training Data but Only transform on Test Data

Task: Demonstrate Why fit transform is Used on Training Data but Only transform on Test Data: a task in Terminal-Lego-15k (Harbor dataset). Create a Python script that demonstrates and explains why StandardScaler.fit transform() is applied to training data while only StandardScaler.transform() is…