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In this video tutorial, we learn how to convert images into PDF using the Linux command line. The tool used for this is ImageMagick. The first step is updating the repository with "apt update." After that, install ImageMagick with "sudo apt install imagemagick -y." Once installed, you can convert images to PDF using the "convert" command followed by the image name and the desired PDF name. It is important to adjust policies to allow image conversion into PDF.