LinkedInroadmapdevopscareer
The DevOps to MLOps Transition Roadmap
You already own 60–70% of the skillset. This roadmap adds only the ML layer on top — the fastest career pivot in tech, in five phases over three to five months.
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LinkedInroadmapsenior
MLOps Roadmap for Seniors
Seven specializations — LLMOps, model optimization, production Kubernetes, advanced monitoring, performance and load testing, system design for ML, and soft skills. Pick two or three and go deep.
LinkedInroadmapbeginner
Basic MLOps Engineer Roadmap
The roadmap I would give my younger self — five phases over six to nine months, built entirely on free and open-source resources, because the real knowledge in this field lives on GitHub and YouTube.
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Learning MLOps alone is unnecessarily hard
Thousands of engineers across MENA are already in the room — reviewing each other’s code, sharing openings, and getting unblocked. It costs nothing.