Ref: https://www.udemy.com/course/aws-ai-practitioner-certified/learn/lecture/44886663
MLOps
Ref: https://www.udemy.com/course/aws-ai-practitioner-certified/learn/lecture/45375491
- 💡 Extension of DevOps (→ deploy code regularly)
- 🔧 Make sure ML models aren’t just developed but also deployed, monitored, retrained systematically and repeatedly
- Key Principles:
- Version control: data, code, models could be rolled back if necessary
- Automation: of all stages, including data ingestion, pre-processing, training, etc…
- Continuous Integration: test models consistently
- Continuous Delivery: of model in productions
- Continuous Retraining
- Continuous Monitoring
- Example MLOps architecture