Ubuntu is a free computer system, like Windows or macOS, but it’s built by a community. It’s great for programmers because it’s very flexible and has lots of tools already built-in that help you code.

Take a look at our example notebook, streamlit version runs here The main idea is for you do experiment and develop in your notebook, visually see all the pieces, and then convert the notebook to .py ...