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