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Toy MLOps Pipeline

Local-first toy MLOps system that will include:

  • Training with fastai (Iris) + MLflow tracking and registry
  • FastAPI inference service loading model from MLflow
  • Docker + kind Kubernetes deployment
  • Prometheus + Grafana monitoring
  • Kubeflow Pipelines v2 orchestration
  • Optional AWS Terraform path

Bootstrap

make setup
make lint
make test
make serve-local

## Training (M1) commands

```powershell
make setup
make mlflow-up
# open http://localhost:5000
make train
make predict-sample
make mlflow-down

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