Building a state-of-the-art ML inference API endpoint
TL;DR: Machine Learning inferences take time, from a few seconds (X-to-text) to one minute (image-to-image). As a DevOps or MLOps engineer, you want to build a Model-as-a-Service (MaaS) that can scale up and down, be as cost effective as possible, and serve inference from API calls. If so, this article will describe the main components […]
Kubernetes Role-Based Access Control
In kubernetes, we can use Role-Based Access Control (RBAC) to restrict access to Kubernetes API resources within a Kubernetes cluster using rbac.authorization.k8s.io API. This API states four types of Kubernetes objects: Role, RoleBinding, ClusterRole, and ClusterRoleBinding. Role and ClusterRole Defines a set of allow permissions consisting of rules that indicate which actions are allowed to […]
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