Advanced · Weekend
ML Operations Essentials
Learn container basics, model versioning, and simple monitoring hooks suitable for small teams upskilling in Japan.
Request informationFeatures
- Dockerized inference service lab
- pytest patterns for model contracts
- Prometheus-style metrics introduction
- CI pipeline sketch for model artifacts
- Rollback playbook template
- Incident tabletop exercise
Outcomes
- Deploy a containerized inference API locally
- Write contract tests for input schema drift
- Draft a monitoring dashboard spec
Lisa Okada
Platform engineer; SRE background in Tokyo fintech.
FAQ
Conceptual overview only; labs use Docker Compose.
Reviews
"Contract tests module — we adopted it the sprint after the course ended."