An assembly language is a low-level programming language that corresponds directly to a computer's machine code instructions. It acts as a bridge between machine language and high-level languages. Assembly code uses mnemonics to represent binary machine instructions and is assembled into executable machine code by an assembler. The document provides an overview of CPU components like registers and memory, and demonstrates common assembly language instructions like MOV, ADD, CMP, and JMP.