Probably you've had a hard time setting up the AWS CLI, EB CLI, ECS CLI, etc in your local environment. Well, stop wasting your time and try AWS CloudShell: the definite shell in the cloud. AWS CloudShell is a browser-based shell available from the AWS Console. With just one click, CloudShell will provide a fully managed Amazon Linux 2 environment that has the latest versions of popular tools already installed. CloudShell also gives you 1GB of storage per region and the files

Swami Sivasubramanian's Machine Learning keynote was full of exciting announcements of new tools and features. While the vast majority of them are industry breakthroughs, we choose just three to show you how they empower data scientists and reduce the time to market of ML solutions. These announcements have a common idea behind: MLOps - avoid spending money and valuable data scientists time on infrastructure details to focus on the actual data analysis and model development.

"It would be good to give an internal workshop on all this that Kubernetes has been working on" Me! a junior! To give a workshop, I couldn’t believe it. I have colleagues with a lot of career and experience. Yes, Kubernetes and Fluxcd, GitOps, something basic to explain how it works and how it is composed, package it with Helm, and finally deployment automation using flux. Yes, me. At the age of 27, I have acquired teaching experience by teaching music, since I was 19 more or