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MLOps — Model Registry vs MLflow Tracking, And When You Need Both
Tracking experiments and shipping models are different problems. The MLOps tooling assumes one solution; production splits them. The patterns we use.
KU
Kiril UrbonasDevOps Engineer
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View All →••December 20, 2023
Docker Multi-Stage Builds for Production
We cut our average production image size by 78% with multi-stage builds. The patterns that worked, the ones that didn't, and the production gotchas.
KU
Kiril Urbonas·8 min read·6••December 15, 2023
Infrastructure as Code with Ansible
We use Ansible for configuration management on hosts where Terraform stops. The workflow that keeps it tractable and what we wish we'd known about idempotency.
KU
Kiril Urbonas·8 min read·4