Week 5: Production Quality and Orchestration

Overview

Implement quality gates with pmat and orchestration with batuta.

Topics

#TypeTitlePlatformDuration
5.1VideoMLOps Maturity ModelConcept8 min
5.2VideoDatabricks Workflows for MLDatabricks10 min
5.3LabBuild ML Pipeline with JobsDatabricks35 min
5.4VideoQuality Gates with pmatSovereign8 min
5.5LabEnforce TDG Quality ScoreSovereign25 min
5.6VideoMonitoring and Drift DetectionDatabricks10 min
5.7Videobatuta OrchestrationSovereign8 min
5.8QuizProduction MLOps—15 min

Sovereign AI Stack Components

  • batuta for orchestration
  • pmat for quality gates
  • renacer for 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