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Kubernetes

Building a Health Entity labelling service using Azure Kubernetes Service, Seldon Core and Azure Cognitive | by Bogdan Cojocar | Jun, 2022

Jessie Hobb 0
AI
In this tutorial we will build an inference service entirely in Kubernetes in the Azure ecosystemPhoto by Pixabay from PexelsIn this tutorial we will use the following technologies:AKS: Azure Kubernetes Service on Azure cloud as our platform to deploy the ML modelSeldon core: Open-source platform for rapidly deploying machine learning models on Kubernetescdktf: will allow us to build infrastructure in Azure cloud in pythonAzure Cognitive Services: ready-made AI services in Azure that can be accessed via APIss2i: A comand…

A Practical Guide to A/B Testing in MLOps with Kubernetes and seldon-core | by Sadik Bakiu | May, 2022

Jessie Hobb 0
AI
How to set up a containerized microservice architecture to run A/B testsPhoto by Jens Lelie on UnsplashMany companies are using data to drive their decisions. The aim is to remove uncertainties, guesswork, and gut feeling. A/B testing is a methodology that can be applied to validate a hypothesis and steer the decisions in the right direction.In this blog post, I want to show how to create a containerized microservice architecture that is easy to deploy, monitor and scale every time we run A/B tests. The focus will be on…