Same here within the brands, although some will be dirtier than others, after washing it clean it tastes about the same.

I usually end up getting the big 50# bags from Costco, either jasmine for medium grain or calrose for short grain.

One thing to keep in mind is that a lot of rice cookers aren't made, or at least don't have instructions for super long grain rices like basmati.