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compiler

A compiler creates machine code that runs on a processor with a specific Instruction Set Architecture (ISA), which is processor-dependent

Compilers are also platform-dependent. That is, a compiler can convert C++, for example, to machine code that’s targeted at a platform that is running the Linux OS

A cross-compiler, however, can generate code for a platform other than the one it runs on itself.

Choosing a compiler then, means that first you need to know the ISA, operating system, AND the programming language that you plan to use.

assembler

An assembler translates a program written in assembly language into machine code (aka object code)

It's effectively a compiler for the assembly language, but can also be used interactively like an interpreter