Seamless MLOps with Seldon and MLflow

Databricks
Databricks
9.8 هزار بار بازدید - 4 سال پیش - Deploying and managing machine learning
Deploying and managing machine learning models at scale introduces new complexities. Fortunately, there are tools that simplify this process. In this talk we walk you through an end-to-end hands on example showing how you can go from research to production without much complexity by leveraging the Seldon Core and MLflow frameworks. We will train a set of ML models, and we will showcase a simple way to deploy them to a Kubernetes cluster through sophisticated deployment methods, including canary deployments, shadow deployments and we’ll touch upon richer ML graphs such as explainer deployments.

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Databricks provides a unified data analytics platform, powered by Apache Spark™, that accelerates innovation by unifying data science, engineering and business.
Read more here: https://databricks.com/product/unifie...

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4 سال پیش در تاریخ 1399/10/23 منتشر شده است.
9,837 بـار بازدید شده
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