Answer:
CPU: The "brain" of the computer, tells it what to do, processes everything
Memory: Your memory, what you remember
Motherboard: The body and nerves that connect and hold everything together.
If you want a more technical explanation let me know but to fulfill the requirement "explaining what a computer is to a kindergarten student." it would be better to keep it simple.