![]() This is the backdrop against which we started exploring Kubeflow to provide advanced orchestration, experimentation, and other services. The Intuit ML Platform is built on this ecosystem and provides model training, inference, and feature management capabilities, leveraging the best of Intuit’s Kubernetes infrastructure and AWS SageMaker. In combination, they provide robust authentication, authorization, rate limiting, and other routing capabilities. Connecting the services is an advanced, Istio-based service mesh, which complements Intuit’s API Gateway. The IKS control plane provides services such as namespace management, role management, and isolation, etc. Managing these clusters is the Intuit Kubernetes Service (IKS) control plane. There are thousands of services that run on over a hundred Kubernetes clusters. Intuit has invested heavily in building out a robust Kubernetes infrastructure that powers all of Intuit’s products: TurboTax, QuickBooks, and Mint. This blog will address how those challenges were overcome while retaining the best practices that both the organization and Kubeflow prescribe. ![]()
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