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Tools to start Machine Learning Using Docker and Kubernetes

Tools to start Machine Learning Using Docker and Kubernetes

Tools to start Machine Learning Using Docker and Kubernetes MLOps is essentially a compound of two terms – Machine Learning and Operations. MLOps is a practice wherein data scientists, especially the ones specializing in Machine Learning, collaborate and communicate with the Operations team of a company to manage Machine Learning software lifecycles to be put into production. Using this practice, data science and operations teams can deploy, maintain, and...
What’s new in Kubernetes 1.19

What’s new in Kubernetes 1.19

What’s new in Kubernetes 1.19 The Kubernetes team has done a commendable job by recently launching the Kubernetes version 1.19. The new Kubernetes 1.19 was a bit delayed, but that was expected when the world is reeling under the global pandemic. Earlier this year, the team had released Kubernetes 1.18 that consisted of 38 enhancements. Fifteen of these have been stabilized, 11 are in the beta testing phase while the remaining 12 are in the alpha phase. The...
This is What You Need to Know About Kubernetes YAML, Pods, Deployments, and ReplicaSets (3/3)

This is What You Need to Know About Kubernetes YAML, Pods, Deployments, and ReplicaSets (3/3)

This is What You Need to Know About Kubernetes YAML, Pods, Deployments, and ReplicaSets (3/3) We are going to dive deep into Kubernetes Deployments and understand the structure of a YAML Deployment file. You already understood the differences between Pods and Deployments in part I and part II of this tutorial. Now, you are going to create a managed Pod using Kubernetes Deployments. Using Deployments to Create and Manage Kubernetes Pods The recommended way to...
This is What You Need to Know About Kubernetes YAML, Pods, Deployments, and ReplicaSets (2/3)

This is What You Need to Know About Kubernetes YAML, Pods, Deployments, and ReplicaSets (2/3)

This is What You Need to Know About Kubernetes YAML, Pods, Deployments, and ReplicaSets (2/3) In this second part, we are going to see how to create a basic way and why it’s not the best way to create managed Pods. We will understand the difference between Pods and Deployments. Make sure to check part 1 of this tutorial. The Basic Way to Create Pods The Kubectl command line provides several generating commands that can be used to create resources even without...
This is What You Need to Know About Kubernetes YAML, Pods, Deployments, and ReplicaSets (1/3)

This is What You Need to Know About Kubernetes YAML, Pods, Deployments, and ReplicaSets (1/3)

This is What You Need to Know About Kubernetes YAML, Pods, Deployments, and ReplicaSets (1/3) In this step by a step tutorial, we will explore and discuss different options to deploy applications on Kubernetes clusters, and we will focus on the following points: The basics of YAML. Creating Pods in Kubernetes. Deploying applications using Pods. Deploying applications using Deployments. This tutorial contains 3 parts, make sure to read part 2 and The part 3....