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In this tutorial video, J demonstrates how to extract text from a PDF file using Python. The objective is to take lecture notes from a two-page PDF and save them into a text file. Viewers are guided to open their Python editor and create a new Python file. J introduces the `PyPDF2` library, which can be installed using the command `pip install PyPDF2`. He explains the importance of importing the `PdfFileReader` and `PdfFileWriter` classes from the library. To start, the path of the PDF file is defined, assuming both the Python file and PDF are in the same directory, allowing the filename to be directly provided for processing.