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Materials for the "Illustrating Machine Learning with Random Forest" lecture at the Summer School in Statistics for Astronomers XV at Penn State (7 June 2019).

  1. randomForest.pdf: lecture slides
  2. Lab_Tree+RF.Rmd: R Markdown lab accompanying the slides
    • PhotoZ.csv: photometric redshift and stellar mass data for 10,000 galaxies
    • StarQuasar.csv: ugriz magnitude data for 500 stars and 500 quasars
  3. RFCDE_1804.05753.pdf: Pospisil & Lee (2018), "RFCDE: Random Forests for Conditional Density Estimation"