title: Using Streamlit for Data Science 💻 use_katex: False class: title-slide # Using Streamlit for Data Science 💻 .g.g-middle[ .g-6[ ![:scale 80%](images/streamlit.png) ] .g-6[ ![](images/scikit-learn-logo-notext.png) ] ] .larger[Thomas J. Fan]
@thomasjpfan
This talk on Github: thomasjpfan/data-umbrella-2020-streamlit-ml
--- # What is Streamlit? ### Allows you to quickly build web applications in `Python` ![:scale 90%](images/streamlit_dual_window.png) --- class: chapter-slide # Demos 💻 ### 1. Simple Example of Streamlit ### 2. Build Model in Jupyter Lab ### 3. Dashboard for Explaining a Model with Streamlit --- class: middle # Conclusion .g.g-middle[ .g-6[ ![:scale 30%](images/streamlit.png) - [Streamlit Website](https://www.streamlit.io) - [Streamlit Sharing](https://www.streamlit.io/sharing) - [Streamlit Docs](https://docs.streamlit.io/en/stable/) - [Layout](https://docs.streamlit.io/en/stable/api.html#lay-out-your-app) - [Caching](https://docs.streamlit.io/en/stable/caching.html) ] .g-6[ ### Other Resources - [High-Precision Model-Agnostic Explanations](https://github.com/marcotcr/anchor) - [SHAP](https://shap.readthedocs.io/en/latest/) .center[ @thomasjpfan
This talk on Github: thomasjpfan/data-umbrella-2020-streamlit-ml
] ] ]