The best replacement for machine language is assembly.

The best alternatives to machine language are rated as following:
★★★★★  assembly
★★★★★  high level language
★★★★  assembly language
★★  bytecode
★★  human language
★★  low level language
★  machine code
★  computer language
  compiler

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machine language
assembly
high level language