An Open Platform for Trading Interconnected Equities and Assets - Walid Ali, Google

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Описание видео: Learn more at kubecon.io. Don’t miss out! The conferences feature presentations from developers and end users of Kubernetes, Prometheus, Envoy, and all of the other CNCF-hosted projects. An Open Platform for Trading Interconnected Equities and Assets - Walid Ali, Google Asset Trading (Stocks, Commodities...) fuses various data sources, stat & ML models & visualization tools. K8s and Kubeflow massively scale to thousands of models, brokerage organizations & analysts We illustrate how K8s handles Stock Trading by creating two clusters (Dev & Prod) to handle: -Thousands of stocks where ticker info are ingested, processed and stored in Stateful Cassandra. Scaling is carried out via Namespaces, RBAC, Net Policies & Resource Constraints. -Live Tweets are analyzed using NLP tools -News Feeds are analyzed through Thomson Reuters Eikon -Industrial sectors statistical analysis -ML Models predicting asset pricing, trained through Kubeflow &TFJobs -Inference through R-based pods, and ML models deployed through Seldon A Jenkins server handles CI/CD for automating model training and deployment. -Legacy MS SQL Server accessed through containerized .NET apps. Sched.co/Zek0... Join us at our upcoming events: EnvoyCon Virtual on October 15 and KubeCon + CloudNativeCon North America 2020 Virtual from November 17-20.

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