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Dev.to
Dev.to
6/26/2026
Can We Talk About the "AI/ML Engineer" Shortcut for a Second?

Can We Talk About the "AI/ML Engineer" Shortcut for a Second?

Short summary

Production ML requires solid software engineering fundamentals—data pipelines, backend systems, and cloud infrastructure can't be shortcuts. Learn real engineering first, then ML, not the reverse.

  • ML shortcuts don't exist—production requires backend engineering, data pipelines, system architecture
  • Prompt engineering is good for prototyping but production ML needs foundational CS knowledge
  • Focus on learning solid software engineering fundamentals first, then specialize in ML

Generated with AI, which can make mistakes.

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