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ML Platform on Minikube

Run your own scalable ML Platform on a local Kubernetes cluster (Minikube) with Terraform.

Prerequisites

Playground project to learn Kubernetes, Helm, Terraform, DevOps, on the fly while building a MLPlatform. There are few services to deploy via kube, helm or tf:

  • model served as API
  • mlflow tracking server
  • API to interact with (e.g. Flask or Django)

These all run on the cluster.

Components

Run terraform init && terraform plan && terraform apply to spin up a Minikube cluster with an ML tracking server as one of the components, which is served an accessible in your browser.