Are large amounts of energy created with small amounts of uranium?

Yes. Very large amount of energy is derived from uranium. The atom of uranium brake down to give you atom of lead. There is loss of some mass in the process. That mass is converted into energy as per Einstein's equation. That is E = m C square. It is tremendous energy.