Six Stages of Data-Centric MLOps
9 min readMar 12, 2022
What are the steps to ensure data quality in MLOps?
· 1. Scoping
· 2. Collecting
∘ Privacy-protected
∘ Trustworthy
∘ Balance
∘ Diversity
· 3. Labeling
· 4. Training
· 5. Deploying
· 6. Monitoring
· Conclusion
· Reference