Deployment Best Practices

Created: 2024-02-20 14:03
#quicknote

To have a successful Model Deployment, consider the following aspects:

  • Observation and Rollback
    • deployment will fail from time to time
    • create plan for deployments (rollout strategy, validation criteria and test plan, rollback criteria and strategy)
    • periodically test the plan
  • Automation -> to properly scale
    • it improves agility through human trigger and workflow trigger

Tags

#mlops #ml #deployment