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[D] The fit, transform and fit_transform methods. What do they do, exactly?

ML newbie here. I see ALL ML classes have these methods. Can someone explain, in plain English, what do they do?

Also, what is the difference between using fit, then transform on a dataset and fit_transform on the same?

submitted by /u/radjeep
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