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In this tutorial video, J demonstrates how to extract text from a PDF file using Python. The example involves a PDF with lecture notes, which the presenter aims to convert into a text file. To begin, viewers are instructed to open their Python editor and create a new Python file. The extraction process utilizes the PyPDF2 library, which can be installed via pip. J imports the necessary classes, PDFFileReader and PDFFileWriter, and sets a variable to store the PDF file path, simplifying access since both the Python file and the PDF are in the same folder. The initial step involves opening the PDF file using the PDFFileReader class.