Saving video file in a smaller format. Help please!

I don't know much about how to save files in different formats or compressing them so any help would be appreciated.

I transferred film videos to digital files for someone and now I am trying to fit them all onto a flash drive but just a tiny bit short on space to fit them all. Is there a way to compress them without losing quality and so she can still open them fine on her computer?