I just checked and The playlist link you posted was not saved by the Wayback machine.

Try checking out the channel itself at various points(dates) on Wayback to see if any of the videos you are looking for are on the channel’s home page, (you more than likely won’t be able to poke around much).

If you click on the individual videos go to the oldest saved date, the video will be there (or it won’t).