Serving and measurement

The gap between a notebook that runs and a system that works.

From a notebook to a serviceOne endpoint, the model loaded once, and a health check that tells you it is alive.
Latency and costp50, p95 and time to first token, and why the mean hides your worst experience.
Quantisation and accelerationHalf the memory for a small accuracy cost, measured before you accept it.
Containers and deploymentAn image that runs elsewhere, secrets outside it, and a version you can roll back to.
Monitoring and driftThree things you always log, and the drift that ruins a model without breaking one request.
Project: a service that worksRun your model behind an endpoint with a numbers panel and a real load report.