Seldon provides oversight and governance for machine learning (ML) deployments through its Seldon Enterprise Platform and Seldon Core, which are built atop leading open-source tools including Seldon Core and Alibi. The platform enables reproducible deployments and rollbacks with GitOps, release models with confidence via canaries and shadows, and inspect model predictions using Alibi explainers. Seldon Core is a cloud-agnostic, open-source platform for deploying machine learning models, allowing deployment in the cloud or on-premise and unifying heterogeneous ML toolkits under one serving layer. Alibi is an open-source Python toolkit for understanding models, offering drift and outlier detection, as well as model inspection and interpretation.

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