· The keyword extraction is one of the most required text mining tasks: given a document, the extraction algorithm should identify a set of terms that best describe its argument. In this tutorial, we are going to perform keyword extraction with five different approaches: TF-IDF, TextRank, TopicRank, YAKE!, and KeyBERT.