Seldon is a data science and machine learning operations platform on a mission to empower Data Scientists, ML Engineers, and MLOps teams to deploy, monitor, explain, and manage their ML models. With Seldon, organizations can minimize risk and drastically cut down time-to-value from their models organization offers both an open-source framework, Core, which focuses on model deployment, and an enterprise product, Deploy Advanced, which builds on this functionality to power model monitoring, explainability and management.
“We have been able to achieve zero downtime during machine image refreshes, so model executions are uninterrupted in a high throughput streaming environment through techniques like pod disruption budgets, liveness / readiness probes, graceful termination and connection draining of in-flight requests.”
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