The Federal Reserve controls the money supply through monetary policy to maintain stable prices, full employment, and economic growth. It can increase the money supply by lowering interest rates and reserve requirements for banks, encouraging more lending. Conversely, it can decrease the money supply by raising interest rates and reserve requirements, discouraging lending. The Federal Reserve was created to regulate the money supply and prevent inflation and recession.