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At Canonical, we build solutions to simplify the lives of our users. We want to reduce complexity, costs, and barriers to entry. When we built the Canonical Distribution of Kubernetes (CDK) and MicroK8s, we made sure it aligned with our mission. We built snaps like kubectl for various Kubernetes clients and services to ensure a

How NASA uses Machine Learning – If you think the Earth is the only planet with Machine Learning you were wrong. The Mars Rover learning its path and environment at Mars? The healthcare needs for future astronauts? Planet exploration and discovery? Robotic astronaut!? All of these are questions NASA is experimenting and researching with M

Understanding Fairness in Machine Learning – This article is a great reminder and defense for the statement, “the data speaks for itself.” Biases in training models affect the results of analyses. It is essential to understand how our models make decisions to tackle this bias by adding more balanced training data. Knowledge of biases in

This is the second part of our introduction to MicroK8s. In the previous blog, we introduced MicroK8s, went over some K8s basic concepts and showed you how fast and easy it is to install Kubernetes with MicroK8s — it’s up in under 60 seconds with a one-liner command. In this blog, we dive deeper to

MLOps, Rise of the Term: Most of us by now have heard this word frequenting around; MLOps, or Machine Learning Operations.. This is an interesting article on the rise of the term and the challenges actually faced by teams working cross-functionally and dealing with Machine Learning. It talks about the limitation of managed solutions for

Every developer, systems admin and tech enthusiast is interested in learning Kubernetes. Kubernetes is a complex container orchestration tool that can be overwhelming for beginners. Kubernetes has been the buzzword in the tech industry and for good reason. If you’re itching to get started with Kubernetes and not looking forward to the com

Machine Learning and AI in 2019: A recent survey conducted by Dresner Advisory Services shows Machine Learning and AI to rank as highest priority for enterprises. R&D, Marketing, Sales, Insurance, Fintech, Telco, Retail and Healthcare enterprise rank machine learning as their biggest bet and believe it is critical to their success. “2019

We’re excited to announce the release of MicroK8s 1.16 beta! MicroK8s is a lightweight and reliable Kubernetes cluster delivered as a single snap package – it can be installed on any Linux distribution which supports snaps or Windows and Mac using Multipass. MicroK8s is small and simple to install and is a great way to

We are excited to announce new Cilium and Helm add-ons, coming to MicroK8s! These add-ons add even more power to your Kubernetes environment built on MicroK8s. The Cilium CNI plugin brings enhanced networking features, including Kubernetes NetworkPolicy support, to MicroK8s. You’ll also get direct CLI access to Cilium within MicroK8s usin