Compilers convert high-level programming languages like C and C++ into machine-level language. The compilation process involves preprocessing, compilation, assembly, and linking of the source code. After linking, an executable file is created that can be loaded into memory and executed by the computer. Debugging is used to locate and correct errors in the code during development.