Ball bearings can carry radial as well as axial loads. Roller bearings typically are not used for axial loads but can carry more load radially than a ball bearing as they have a larger contact area. Taper bearings are like roller bearings but they can support axial loads usually in one direction.
Pretty general descriptions and not always a hard and fast rule but that should get you started.
Max