JupyterLab is a web-based interactive development environment (IDE) that allows users to create and share documents that contain live code, equations, visualizations, and narrative text. It is the latest evolution of the popular Jupyter Notebook and offers several advantages over its predecessor. We provide an overview the JupyterLab architecture and explain how to start using JupyterLab as a Docker extension.
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How to Develop and Deploy a Customer Churn Prediction Model Using Python, Streamlit, and Docker
Customer churn is a million-dollar problem for businesses today. The SaaS market is becoming increasingly saturated, and customers can choose from plenty of providers. Retention and nurturing are challenging. Online businesses view customers as churn when they stop...
Resources to Use Javascript, Python, Java, and Go with Docker
With so many programming and scripting languages out there, developers can tackle development projects any number of ways. However, some languages — like JavaScript, Python, and Java — have been perennial favorites. (We’ve previously touched on this while unpacking...
How to Train and Deploy a Linear Regression Model Using PyTorch
Get an introduction to PyTorch, then learn how to use it for a simple problem like linear regression — and a simple way to containerize your application.
How to Build and Deploy a Django-based URL Shortener App from Scratch
A URL shortener is a widely adopted technique that’s used to create short, condensed, and unique aliases for long URL links. In this blog tutorial, you’ll learn how to build a basic URL shortener using Python and Django.
How to “Dockerize” Your Python Applications
Millions of developers use Python to build modern, scalable applications. For developers who value performance, cross-platform portability, and convenience, deploying these apps within a Docker environment can be advantageous. That said, what kinds of applications can...
Video: How to Dockerize a Python App with FastAPI
Join host Peter McKee and Python wizard Michael Kennedy for a warts-and-all demo of how to Dockerize a Python app using FastAPI, a popular Python framework. Kennedy is a developer and entrepreneur, and the founder and host of two successful Python podcasts — Talk...
Guest Post: Calling the Docker CLI from Python with Python-on-whales
Image: Alice Lang, [email protected] At Docker, we are incredibly proud of our vibrant, diverse and creative community. From time to time, we feature cool contributions from the community on our blog to highlight some of the great work our community does....
How to Deploy GPU-Accelerated Applications on Amazon ECS with Docker Compose
Many applications can take advantage of GPU acceleration, in particular resource-intensive Machine Learning (ML) applications. The development time of such applications may vary based on the hardware of the machine we use for development. Containerization will...