1633621706
The Basics and Essentials Of Docker and Kubernetes for MLOps Engineers
I will walk through the basics and essentials of Docker and Kubernetes for MLOps engineers/Data Scientists. We will learn how to dockerize a simple ML python app and then deploy it in the Kubernetes cluster. Docker and Kubernetes is a big topic and it is very difficult to cover everything here.
What is GEEK
Buddha Community
1602964260
50+ Useful Kubernetes Tools for 2020 - Part 2
Introduction
Last year, we provided a list of Kubernetes tools that proved so popular we have decided to curate another list of some useful additions for working with the platform—among which are many tools that we personally use here at Caylent. Check out the original tools list here in case you missed it.
According to a recent survey done by Stackrox, the dominance Kubernetes enjoys in the market continues to be reinforced, with 86% of respondents using it for container orchestration.
And as you can see below, more and more companies are jumping into containerization for their apps. If you’re among them, here are some tools to aid you going forward as Kubernetes continues its rapid growth.
#blog #tools #amazon elastic kubernetes service #application security #aws kms #botkube #caylent #cli #container monitoring #container orchestration tools #container security #containers #continuous delivery #continuous deployment #continuous integration #contour #developers #development #developments #draft #eksctl #firewall #gcp #github #harbor #helm #helm charts #helm-2to3 #helm-aws-secret-plugin #helm-docs #helm-operator-get-started #helm-secrets #iam #json #k-rail #k3s #k3sup #k8s #keel.sh #keycloak #kiali #kiam #klum #knative #krew #ksniff #kube #kube-prod-runtime #kube-ps1 #kube-scan #kube-state-metrics #kube2iam #kubeapps #kubebuilder #kubeconfig #kubectl #kubectl-aws-secrets #kubefwd #kubernetes #kubernetes command line tool #kubernetes configuration #kubernetes deployment #kubernetes in development #kubernetes in production #kubernetes ingress #kubernetes interfaces #kubernetes monitoring #kubernetes networking #kubernetes observability #kubernetes plugins #kubernetes secrets #kubernetes security #kubernetes security best practices #kubernetes security vendors #kubernetes service discovery #kubernetic #kubesec #kubeterminal #kubeval #kudo #kuma #microsoft azure key vault #mozilla sops #octant #octarine #open source #palo alto kubernetes security #permission-manager #pgp #rafay #rakess #rancher #rook #secrets operations #serverless function #service mesh #shell-operator #snyk #snyk container #sonobuoy #strongdm #tcpdump #tenkai #testing #tigera #tilt #vert.x #wireshark #yaml
1633621706
The Basics and Essentials Of Docker and Kubernetes for MLOps Engineers
I will walk through the basics and essentials of Docker and Kubernetes for MLOps engineers/Data Scientists. We will learn how to dockerize a simple ML python app and then deploy it in the Kubernetes cluster. Docker and Kubernetes is a big topic and it is very difficult to cover everything here.
1595249460
Docker Explained: Docker Architecture | Docker Registries
Following the second video about Docker basics, in this video, I explain Docker architecture and explain the different building blocks of the docker engine; docker client, API, Docker Daemon. I also explain what a docker registry is and I finish the video with a demo explaining and illustrating how to use Docker hub
In this video lesson you will learn:
- What is Docker Host
- What is Docker Engine
- Learn about Docker Architecture
- Learn about Docker client and Docker Daemon
- Docker Hub and Registries
- Simple demo to understand using images from registries
#docker #docker hub #docker host #docker engine #docker architecture #api
1618576800
What developers need to know about Docker, Docker Engine & Kubernetes
The latest version of Kubernetes Kubernetes v1.20.0-rc.0 is now available. The Kubernetes project plans to deprecate Docker Engine support in the kubelet and support for dockershim will be removed in a future release, probably late next year. The net/net is support for your container images built with Docker tools is not being deprecated and will still work as before.
Even better news however, is that Mirantis and Docker have agreed to partner to maintain the shim code standalone outside Kubernetes, as a conformant CRI interface for Docker Engine. We will start with the great initial prototype from Dims, at https://github.com/dims/cri-dockerd and continuing to make it available as an open source project, at https://github.com/Mirantis/cri-dockerd. This means that you can continue to build Kubernetes based on Docker Engine as before, just switching from the built in dockershim to the external one. Docker and Mirantis will work together on making sure it continues to work as well as before and that it passes all the conformance tests and works just like the built in version did. Docker will continue to ship this shim in Docker Desktop as this gives a great developer experience, and Mirantis will be using this in Mirantis Kubernetes Engine.
#developers #docker engine #kubernetes #docker
1614935940
Ensuring a Smooth Kubernetes Dockershim Deprecation With Chaos Engineering
Learn what the deprecation of Docker as a container runtime means for you and how to ensure a pain-free transition.
Kubernetes 1.20 was released last week. This version contains a number of amazing enhancements including graceful node shutdown, more visibility into resource requests, and snapshotting volumes.
But the change generating the most buzz is the deprecation of Docker as a container runtime.
Much of the discussion revolves around a misunderstanding of what the Docker deprecation entails and how it affects both Kubernetes administrators and application developers.
Let’s dive into what this deprecation means for you and how you can use chaos engineering to ensure a smooth transition off of the Docker runtime.
Docker Isn’t Just a Container Runtime
They say that naming things is one of the hardest things in technology, and this is certainly true with Docker. Often when discussing Docker, there’s some confusion around whether this refers to the container images or the application that runs those containers. The Kubernetes deprecation is for the application that runs your containers.
But don’t worry, this doesn’t mean your Kubernetes cluster will stop running your Docker containers!
Docker, like most applications, is actually a collection of smaller applications. There are sub-applications for the UI, an API, and many other things, including the container runtime. In 2016, Docker spun off its container runtime into a new, more modular runtime project called containerd. Containerd is fully supported by Kubernetes, so your Docker containers are also fully supported by Kubernetes.
The piece that’s being deprecated is the support for all of the other sub-applications that come along with Docker. Supporting all of those pieces required an integration layer called dockershim that required additional work to maintain — work that is largely unnecessary because most Kubernetes users only needed containerd and not the extra Docker features. Deprecating this feature will actually reduce the workload on the Kubernetes maintainers and make Kubernetes less complex.
#docker #kubernetes #chaos engineering #docker and kubernetes