Thanks to all for your insight thoughts.

The charger doesn't have any timer or automatic shutoff. Based on your
input, I have 50/50 chance that it could work. So I am going to give
the NiMH a shot. In worst case scenarios, I will lost $20 if it
doesn't work; however, I will get my lesson "I should listen to Mike"
:-)