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You can either use one of the many downloader websites, which are slow, or you can download this little program. It can download Playlists in one go and convert it for you, you just need to install ffmpeg for the converting. The readme file explains how to install and use the different commands. If you have questions, feel free to ask.
You can download YouTube videos but also just select the audio which you can later convert to mp3 with programs like fre:ac (www.freac.org). Both programs let you download/convert files in bulk.
Or use a gui https://github.com/jely2002/youtube-dl-gui