~/talk

The SAME Project: A Cloud Native Approach to Reproducible Machine Learning

recording made private on YouTubehttps://youtu.be/aQvvGKVX25I
Talkat Kubernetes AI Day Europe 2021 · on Tuesday, 2021-05-04· at 12:40· Virtual,· [machine-learning]
video:https://youtu.be/aQvvGKVX25I (made private)
slides:none on file

SAME provides a one-line install and a CLI that bootstraps a local k3s cluster, deploys Kubeflow, and runs pipelines described in a declarative same file; it provisions services like Feast, TensorFlow, and Katib, imports eight historical runs into a metadata store, and continues run numbering so comparisons are immediate. Commands are same init and same run, pipelines run locally or against a cloud cluster, and a GitHub Action can tag and release models for reproducible production deployment.

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