Assembly language is a symbolic representation of machine language specific to a processor, which is converted into machine code by an assembler. Understanding assembly language is crucial for programmers as it provides insights into data representation in external devices, processing efficiency, and less memory usage. Furthermore, the document highlights the different sections of assembly language programs and promotes services for assignment help in assembly language.