How to Save State in Docker — A Data Scientist’s Guide

How to Save State in Docker — A Data Scientist’s Guide

In this post, we’re going to cover data persistence in Docker and how to get your images to interact with data outside of the container. Get started with persisting data and state when working with data science containers. A guide to data storage and persistence in Docker.

In this post, we’re going to cover data persistence in Docker and how to get your images to interact with data outside of the container. If you’re familiar with Docker or have already walked through the previous posts in this series skip to the next heading!

So far in this series, we’ve covered how to get a basic Hello World! web app built using Flask and Python and deployed using Docker. In Part 2 we walked through an end-to-end machine learning example, building a Random Forest Classifier for the Iris dataset and serving it as a prediction web app using Flask, before sharing it on the public Docker Hub repository.

In case you missed them:

Docker for data scientists — Part 1

Docker for data scientists-Part 2

Now you may not want to share your images publically in all cases. Luckily there are many options available for you to build and maintain private repositories. Each of the major cloud providers Azure, AWS, and GCP have hosted repository options that are pretty straightforward to get up and running. For those of you keen to use Azure, I’ve also written a quick guide on how to get a private repository running using Docker and the Azure CLI here:

Private Docker repositories for data science with Azure

If you’re already up and running and just want to get going with data persistence, let’s get started.

docker

Bootstrap 5 Complete Course with Examples

Bootstrap 5 Tutorial - Bootstrap 5 Crash Course for Beginners

Nest.JS Tutorial for Beginners

Hello Vue 3: A First Look at Vue 3 and the Composition API

Building a simple Applications with Vue 3

Deno Crash Course: Explore Deno and Create a full REST API with Deno

How to Build a Real-time Chat App with Deno and WebSockets

Convert HTML to Markdown Online

HTML entity encoder decoder Online

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.

Docker Architecture Overview & Docker Components [For Beginners]

Docker Architecture Overview & Docker Components. This ultimate guide revolves around the underlying technologies used by Docker Containers to provide effective containerisation services to its users. It explains the entire Docker architecture and its components using intuitive diagrams.

Docker Tutorial for Beginners 8 - Build and Run C++ Applications in a Docker Container

Welcome to this on Docker Tutorial for Beginners. In this video provides an Introduction on C++ development with Docker containers. So we will see How to ship C++ Programs in Docker.

Docker: Installing Docker and Understanding basic docker commands

“Docker: Understanding Docker Architecture and Components”, The First thing we are going to do is to run the “docker run hello-world” command. This command tries to find the “hello-world” image locally and if not found, it then downloads an image from the docker hub and runs the container out of this image.

WordPress in Docker. Part 1: Dockerization

This entry-level guide will tell you why and how to Dockerize your WordPress projects.