The first drawing - add 0.1uF on both sides -theory,in practice - very often no difference.
On the left - capacitor can be 16V, on right 6.3V.
Value of the capacitors is related to load current, for 100 mA 10uF it is ok, for 1000mA - 1000uF - never to much.