[Python] what is different between fit_transform, transform in sklearn and get_dummies in...

When I do data processing with one-hot-encoding in sklearn and pandas, I have two options:

1st way: train_data uses fit_transform and test_data uses transform only

2nd way: or I can use pandas get_dummies for both

What is differences between them? And do they have the same effects?

Thank you

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