Assembly language is a low-level programming language that is closer to machine language. It uses symbolic codes that correspond directly to the processor's machine codes. Assembly language improves readability over machine language by using symbolic codes for instructions instead of binary. Assemblers translate assembly language codes into the binary machine language that processors can understand and execute. Assembly language is useful when speed, efficiency, or direct hardware access is important as it allows optimization at the machine level.