download videos

Hi fellow people! I want to download & save a huge set of small videos (20min each) for a swimming course I paid for and they don't let me download , and this is driving me crazy.

The videos can be accessed via browser only, and I tried tubedowoader with no success (gives an error "empty keys" while attempting to download).

What should I try?

(Android is first choice, then Linux ofc)