A Day in the Life of a Data Scientist Conquer Machine Learning Lifecycle on Kubernetes Brian Redmond • Cloud Architect @ Microsoft (18 years) • Azure Global Black Belt Team • Live in Pittsburgh, PA • Intro to Kubeflow, Helm, Argo • Demos • Image classification with Inception v3 and transfer learning • Automate repeatable ML experiments with containers • Deploy ML components to Kubernetes with Kubeflow Parallel training instead of sequential: huge time saver for large trainings Kubeflow • Machine Learning Toolkit for Kubernetes • To make ML workflows on Kubernetes simple, portable, and scalable •

troubleshooting ● Sharing with non-technical stakeholders ● Infrequent tasks ● Onboarding new K8s users / learning Kubectl Strengths: ● In-Terminal workflows ● Frequently-repeated tasks ● Scripting & automation takers said that Dashboard is very useful or extremely useful for learning Kubernetes How useful is the Kubernetes Dashboard for learning Kubernetes? 您认为Kubernetes Dashboard对学习Kubernetes有多大用处？ https://github someone like me with a hands-on but visual learning style.” → Survey response → Developer, running Kubernetes in AWS, Azure, and on-prem Dashboard as a K8s learning tool Create, read, update, delete resources

.md https://github.com/kubernetes/org/issues Resources Course Playground Docs/blog Video Learning platform Resources https://www.edx.org/course/introduction-to-kubernetes https://kubernetes play-with-k8s.com https://www.katacoda.com/courses/kubernetes Docs/blog Course Video Playground Learning platform https://kubernetes.io/docs/tutorials/online-training/overview/ More: Agenda 1. The community

(ACP)，包括：DevOps、Service Framework、Service Alauda Kubernetes 白皮书 灵雀云 5 Mesh，Machine Learning 等，构成完整的产品闭环，可以根据企业定制化的使用场景，选 择使用不同的产品。 5. 客户价值 使用 Alauda Kubernetes，有助于：

customized as user requirements are diverse • Easy to setup, maintain, extend and scale • Reduce the learning curve for customer and ourselves • Get consistent user experience and data, leverage with PaaS

已发布 - Amazon EKS control plane logs - Support for public IP space in VPC - Amazon EKS: Deep Learning Benchmarking Utility - New Amazon EKS Region: Paris, London, Mumbai - CNI v1.5.0 - New Regions: