The most popular solution, and the most mature, is PyInstaller. PyInstaller doesn’t make the process of packaging a Python application totally painless, but it goes a long way.

First of all, I prefer to create a virtual environment by running python3 -m venv .env, and then installing the Streamlit package by running pip3 install streamlit. Now create a Python script.