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In this video tutorial, Amun, a data scientist, discusses the cleaning techniques for natural language processing. Cleaning the data is a fundamental step in the data science pipeline, with different techniques for dealing with text data compared to numerical data. The text cleaning techniques are categorized into basic cleaning and advanced cleaning, with basic cleaning being necessary before moving on to advanced techniques.