This site is built with fastpages, An easy to use blogging platform with extra features for Jupyter Notebooks.

fastpages automates the process of creating blog posts via GitHub Actions, so you don’t have to fuss with conversion scripts. A full list of features can be found on GitHub.


  • Fine-tuning your XGBoost model

  • Regression with XGBoost

  • Support Vector Machines

  • Classification with XGBoost

  • Logistic regression

  • Loss functions

  • Applying logistic regression and SVM

  • Creating a choropleth building permit density in Nashville

  • GeoSeries and folium

  • Creating and joining GeoDataFrames

  • Building 2-layer maps - combining polygons and scatterplots

  • Layouts, Interactions, and Annotations

  • Basic plotting with Bokeh

  • Visualization in the data science workflow

  • Showing uncertainty