Machine language is the lowest-level programming language that computers can understand directly, assembly language is a low-level language that encodes machine language instructions into mnemonics to make them more readable to humans, and high-level languages including C, Java, and Python are easier for humans to read and write but require compilation or interpretation into lower-level languages for a computer to execute.