Here is a detailed discussion of the Term Frequency and Inverse Document Frequency in Natural Language Processing.
NLP playlist: https://www.youtube.com/playlist?list=PLZoTAELRMXVMdJ5sqbCK2LiM0HhQVWNzm

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