Week 5: Production Quality and Orchestration
Overview
Implement quality gates with pmat and orchestration with batuta.
Topics
| # | Type | Title | Platform | Duration |
|---|---|---|---|---|
| 5.1 | Video | MLOps Maturity Model | Concept | 8 min |
| 5.2 | Video | Databricks Workflows for ML | Databricks | 10 min |
| 5.3 | Lab | Build ML Pipeline with Jobs | Databricks | 35 min |
| 5.4 | Video | Quality Gates with pmat | Sovereign | 8 min |
| 5.5 | Lab | Enforce TDG Quality Score | Sovereign | 25 min |
| 5.6 | Video | Monitoring and Drift Detection | Databricks | 10 min |
| 5.7 | Video | batuta Orchestration | Sovereign | 8 min |
| 5.8 | Quiz | Production MLOps | — | 15 min |
Sovereign AI Stack Components
batutafor orchestrationpmatfor quality gatesrenacerfor syscall tracing
Key Concepts
Quality Gates
- TDG (Technical Debt Gauge) scoring
- Complexity thresholds
- Test coverage requirements
Orchestration
- DAG-based workflow execution
- Privacy tier enforcement
- Retry and failure handling