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In this tutorial, the speaker demonstrates how to clean text files by removing unwanted spaces, characters, symbols, and words using a small Python code. By using the strip function in Python, unwanted spaces before and after text can be easily removed. The speaker provides examples of string manipulation to show the removal of unwanted spaces. This method proves to be an efficient way to clean text files and ensure they are neatly formatted.