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In this tutorial, J demonstrates how to extract text from a PDF file using Python. The goal is to convert lecture notes from a two-page PDF into a text file. Viewers are instructed to open their Python editor and create a new Python file. J utilizes the `PyPDF2` library, which can be installed with the command `pip install PyPDF2`. The tutorial covers importing the necessary classes, such as `PdfFileReader` and `PdfFileWriter`, and emphasizes the importance of specifying the file path. Since the Python file and PDF are in the same folder, the filename can be used directly for extraction. The video focuses on the practical steps involved in the process.