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In this video tutorial, Amun introduces the concept of cleaning techniques for natural language processing, highlighting the importance of cleaning data in the data science pipeline. There are different techniques for cleaning text data, which can be categorized into two buckets: basic cleaning and advanced cleaning. Basic cleaning is essential before moving on to advanced techniques, including addressing missing values and outliers when dealing with text data.