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CI, CD, and CT in DevOps vs. MLOps: What’s the Difference?

  • CI, CD, and CT are integral components of DevOps, which focus on automation, testing, and continuous delivery of software changes.
  • MLOps (Machine Learning Operations) is an extension of DevOps that specifically addresses the challenges of managing ML systems in production environments.
  • In MLOps, CI involves integrating both code and data pipelines, as ML systems are driven by data rather than just code.
  • CD in MLOps focuses on automating the deployment of dynamic and evolving ML systems, rather than shipping a single binary.

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