Deploying ML Models with Flask or Voila

Welcome! This repo holds the code supplementing my blog post, "Deploy Your Machine Learning Model with Flask or Voila".

Contents

• flaskapp: the full featured Flask web application with UI on both landing and results
• flaskapp_noui: the REST API version of the Flask application, with UI on landing but just JSON results returned
• voila_app: the Voila application version, built in one Jupyter notebook

Helpful Links

• Flask
• Voila
• Plotly (python and JS)
• Scikit-learn (for our model)
• Saturn Cloud (so you can deploy easily!)
• ipywidgets (helpful for Voila)
• codebook for the dataset
• plotly.js cheat sheet
• Jinja (helpful for Flask)

If you have questions, let me know on twitter @data_stephanie!

Data courtesy of the US Department of Education.