MLOps design

MLOps Concepts

Folkert Stijnman

ML Engineer

Machine learning design

Machine learning design

MLOps Concepts

Added value

  • Estimate the expected value
  • ML is experimental and uncertain
  • Aids in resource allocation, prioritization, and setting expectations

graphic depicting value in dollars

MLOps Concepts

Business requirements

  • End user
    • Speed
    • Accuracy
    • Transparency

Business requirements end usser

MLOps Concepts

Business requirements

  • End user
    • Speed
    • Accuracy
    • Transparency
  • Compliance and regulations

Business requirements compliance

MLOps Concepts

Business requirements

  • End user
    • Speed
    • Accuracy
    • Transparency
  • Compliance and regulations
  • Budget
  • Team size

Business requirements budget

MLOps Concepts

Key metrics

Key metrics data scientist

MLOps Concepts

Key metrics

Key metrics subject matter expert

MLOps Concepts

Key metrics

Key metrics

MLOps Concepts

Let's practice!

MLOps Concepts

Preparing Video For Download...