The Only Wrong Answer Is Centralize Everything: Lessons from the Data Frontier

In the early days of Kubeflow, a customer shared a problem that perfectly captured where the entire ML industry was stuck. Their data lived on-premises; their TPUs were in a GCP datacenter. Every time they wanted to train a model, the process began w...