Streamlit¶

Streamlit is an open-source Python library that makes it easy to create and share beautiful, custom web apps for machine learning and data science.

In just a few minutes, you can build and deploy powerful data apps to:

Explore your data
Interact with your model
Analyze your model behavior and input sensitivity
Showcase your prototype with awesome web apps

Moreover, Streamlit enables interactive development with automatic rerun on files changes.

Example of live coding an app in Streamlit|635x380

Info

Launch a minimal app with PYTHONPATH=. streamlit run src/ui/run.py. There is a built-in function to restore a model checkpoint stored on W&B, with automatic download if the checkpoint is not present in the local machine: