Gloss has the most shine and usually makes images and colors look more vibrant. Matte and silk reduce glare and can feel more refined. Uncoated has no surface coating and is easier to write on.
The best choice depends on whether the piece is image-heavy, text-heavy, writable, or intended to feel premium and understated.