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November 17–November 20, 2020
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Friday, November 20 • 4:00pm - 4:35pm
Scaling to Millions of ML Models to Solve the Problems of SRE and Security - Sandeep Pombra & Jakub Pavlik, Volterra

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This talk describes how to scale to millions of ML models operating on petabytes of operational and user data that is used to improve the efficacy of SRE teams and security of end users’ application services. These models are used to improve zero trust security framework and infrastructure diagnosis -- based on machine learning, anomaly detection and time series analysis. A production deployment that delivers these large numbers of models combines many open source technologies such as Kubernetes, Prometheus, Cortex, Apache Spark and Apache Arrow. In this talk, we will describe the key challenges that we had to solve when implementing machine learning and anomaly detection on K8s nodes and Envoy-based service mesh. These challenges include collecting data from hundreds of thousands of nodes, high cardinality of models, and distributing the inference models down to each of the K8s nodes.

avatar for Jakub Pavlik

Jakub Pavlik

Director of Engineering, Volterra
Jakub Pavlik is a co-founder, former CTO and chief architect of tcp cloud (acquired by Mirantis in 2016). Jakub and his team worked several years on the IaaS cloud platform based on OpenStack-Salt, Kubernetes and OpenContrail projects, which they deployed and operated for global large... Read More →
avatar for Sandeep Pombra

Sandeep Pombra

Head of Data Science, Volterra
Sandeep Pombra is an ML leader with extensive experience in all aspects of AI and Big Data research, development & technology. He has 15+ years of experience in developing products in ML, social media, mobile, telecommunications, audio, video and SaaS infrastructure arena. Most recently... Read More →

Friday November 20, 2020 4:00pm - 4:35pm EST
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