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In this video tutorial by J on PI Sound Talk, the focus is on extracting text from a PDF file using Python. The example PDF contains lecture notes across two pages, and the goal is to extract this text and save it into a text file. The tutorial involves using the `PyPDF2` library, which can be installed via the command `pip install PyPDF2`. J demonstrates how to import the necessary classes, PDF file reader and writer, and explains how to set the file path for the PDF. The process starts by opening the PDF file using the PDF file reader class. Follow the steps to successfully extract and save the text.