Exporting an music album previously uploaded from a CD

Years ago I uploaded hundreds of CDs into iTunes and have paid for iTunes Match ever since. I would like to export these purchased albums from Apple Music to a back up hard drive before disposing of the CDs. Is there a way to do this - individually by album or all at once for all uploaded albums? Or would I have to find a CD reader and load them all individually again?