Climate forecasting ML isn’t a notebook problem it’s a pipeline problem. This guide shows an end-to-end MLOps setup on Kubernetes + Airflow: NetCDF/Zarr preprocessing, PyTorch training, MLflow tracking, CI/CD, and monitoring for drift + failures.

Read: https://codelabsacademy.com/en/blog/end-to-end-mlops-climate-forecasting-kubernetes-airflow?source=mastodon

#ClimateTech #MLOps #Kubernetes #ApacheAirflow #PyTorch #DataEngineering

End-to-End Climate MLOps with Kubernetes & Airflow

Build an end-to-end climate forecasting MLOps pipeline with Kubernetes & Airflow: NetCDF/Zarr prep, PyTorch training, MLflow, CI/CD, deployment, and monitoring.