when I start my 2003 Chevy Malibu it makes a loud knocking noise.

Hello, Quick test: Car in park, engine on. Rev the engine SLIGHTLY. If the noise follows engine speed, likely rod knock. If it does not increase in speed, inspection is needed. Another thing you can do is change the oil. If you find metal shavings in the oil, rod knock.