There are two GPU videos in the 2021 lecture:
https://www.fau.tv/clip/id/34859
https://www.fau.tv/clip/id/34858
In the video portal they are listed in the wrong order, maybe that's why you missed the second one.
However, note that the GPU intro lectrure was heavily updated from last year.
Best,
Georg.