Single phase power supply uses one conductor to provide power through two wires, while three phase uses three conductors and four wires to provide higher and more efficient power transfer. Single phase is simpler and less expensive but is less efficient for heavy loads, while three phase can handle larger loads with less power loss but requires more complex installation and maintenance.