How to clean stainless steel?

I left my stainless steel burner cover on my electric burner, with the heat turned up to high. Oops. Now the steel is brown and looks burnt. How can I clean it back to its shiny silver? I prefer to use natural products, like baking soda and vinegar, when possible.