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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 Python code. Using Jupyter Lab, the speaker provides examples of strings with unwanted spaces, showing how the strip function can be used to remove them. By using text.strip(), unwanted spaces can be efficiently removed from text files.