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Kubeflow9 min read

12 MLOps Projects to Build Real Production ML Skills

Most machine learning portfolios stop at a notebook with 94% accuracy. Hiring managers have seen that a hundred times, and it says nothing about whether you can run a model in production. That gap is exactly what MLOps projects close.

By Shivank AgarwalAI and Machine Learning Roadmaps Blog
12 MLOps Projects to Build Real Production ML Skills

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Originally published by AI and Machine Learning Roadmaps Blog on Oct 8, 2026.

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