Deploy and Scale Machine Learning Models With Kubernetes

Deploy and Scale Machine Learning Models with Kubernetes

Jonas Braun Blog, Data Science

In this article, Jonas Braun reports on the most common way to use Kubernetes: with cloud providers like Google GCP, Amazon AWS or Microsoft Azure. In the article, he looks at how to deploy these containers (i.e. applications or models) reliably and scalably for customers, other applications, internal services or computations with Kubernetes. Finally, the article gives an outlook on tools and further developments.

How To Dockerize ShinyApps

Oliver Guggenbühl Blog, Data Science

After having successfully run a simple R-script inside a Docker container before, we next attempt to repeat this process for entire apps built within the RShiny framework. Join me on the next step toward deploying your work done in R with the help of neat Docker containers!