06MLOps · InfrastructureUpcoming

MLOps Platform

A template project — placeholder copy used to preview the lifecycle-style animated cover while the real MLOps platform write-up is in progress. It will cover the full model lifecycle: training, evaluation, registry, deployment, monitoring and automated retraining.

Technologies used

MLflowDVCDockerEvidently

Context

Placeholder section. The real write-up will describe why the model lifecycle needed to be treated as a system rather than a series of manual steps.

Approach

Placeholder section. The real write-up will cover experiment tracking, versioning, packaging and the automated retraining trigger.

Outcome

Placeholder section. The real write-up will describe what changed once retraining stopped being a manual afternoon.

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