Congratulations!

CI/CD for Machine Learning

Ravi Bhadauria

Machine Learning Engineer

YAML Syntax

• Indentation
• Mappings a: 1
• Arrays
  • Flow [1, 2]
  • Block

    - 1
    - 2
    

• Multi-line strings
  • Style indicators (|, >)
  • Chomping indicators (-, +)

GitHub Actions

• Workflow (pipeline)
• Events (on)
• Jobs (jobs)
• Runners (runs-on)
• Steps (steps)
• Contexts
• Secrets and environment variables (GITHUB_TOKEN)
• Actions (checkout, setup-python)
  • CML: cml comment create, cml pr create

Versioning data and building reproducible pipelines

• dvc init
• DVC remotes (including local)
• dvc push, dvc pull
• dvc repro <target>
• dvc metrics show/diff
• dvc plots show/diff

• DVC YAML (dvc.yaml)
  • Steps or targets
  • Commands (cmd)
  • Dependencies (deps)
  • Outputs (outs)
  • Metrics (metrics)
  • Plots (plots)

Datacamp resources

• Courses

  • Developing Machine Learning Models for Production
  • MLOps Deployment and Life Cycling
  • Fully Automated MLOps
  • Introduction to DevOps

• Blogs

  • Version Control For Data Science

Further reading

CI/CD and branching patterns

DevOps vs MLOps

Data Version Control

Model registry and life cycle management

Thank you!

CI/CD for Machine Learning