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In this video tutorial, J demonstrates how to extract text from a PDF file using Python. He begins by explaining the goal: to extract lecture notes from a two-page PDF and save the text to a file. J instructs viewers to open their Python editor and create a new Python file. He will use the PyPDF2 library, which can be installed via pip. J highlights the need to import the PDFFileReader and PDFFileWriter classes from the library. He then emphasizes the importance of creating a variable to store the PDF file path, mentioning that the PDF and Python files are in the same folder, allowing for a direct filename reference.