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  • Feature selection II - selecting for model accuracy

  • Feature selection I - selecting for feature information

  • Exploring high dimensional data

  • Using XGBoost in pipelines

  • Fine-tuning your XGBoost model

  • Regression with XGBoost

  • Support Vector Machines

  • Logistic regression

  • Classification with XGBoost

  • Applying logistic regression and SVM

  • Loss functions

  • Creating a choropleth building permit density in Nashville

  • GeoSeries and folium

  • Creating and joining GeoDataFrames

  • Building 2-layer maps - combining polygons and scatterplots