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Career Survival
You do not need to become a machine learning engineer to stay relevant.
Summary
Career changers should build on current domain knowledge and add AI workflow skills rather than restarting from zero.
The biggest mistake is assuming you must become a highly technical AI builder immediately.
Your domain expertise plus AI workflow fluency is the combination employers will pay for.