3 min read
MLOps on a Budget
You do not need a platform team to ship models reliably. A pragmatic MLOps stack for small teams using containers, CI/CD, and managed cloud.
#mlops#ci-cd#docker#cloud
Reliable without the platform team
You can get most of the value of MLOps with a handful of well-chosen tools.
Containers first
Package the model service in Docker. Reproducible builds remove a whole class of "works on my machine" failures.
Automate the boring parts
A simple CI/CD pipeline that lints, tests, builds, and deploys beats an elaborate one nobody maintains.
Observe before you optimize
Log inputs, outputs, and latency. You cannot improve what you cannot see.