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Inside an End-to-End Machine Learning Pipeline: Part 8 — Continuous Integration (CI) Pipeline With…

  • Continuous Integration (CI) is an essential part of the software development process. It allows developers to receive immediate feedback on their code changes, improving code quality and reducing integration issues.
  • CI is closely integrated with deployment processes, allowing code changes to be automatically deployed to staging or production environments after passing all automated tests.
  • Popular CI tools like GitHub Actions provide templates and workflows to automate the build, test, and deployment processes.
  • Implementing a CI pipeline using GitHub Actions in machine learning development enables early defect detection, streamlined workflows, faster time-to-market, and codebase integrity.

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