x_train_transf = enc_i.fit_transform(x_train) x_test_transf = enc_i.transform(x_test) Why is one just transform and the other fit_transform?

We fit our encoder on only the train set and not the entire set to avoid data leaks in our model. After fitting with the train set and transforming it, we then transform the test set.

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