The function of a compiler is to translate high-level programming code into machine code or intermediate code understandable by a computer. Compilers analyze the source code for syntax and semantic errors, optimize it for performance, and generate executable files. This process involves multiple phases, including lexical analysis, parsing, and code generation. Compilers are critical for software development, allowing programmers to write code in human-readable languages while executing efficiently on hardware.