nelsopet / lecospec

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Final grid search model runs notebook #291

Closed nelsopet closed 1 year ago

nelsopet commented 1 year ago

Need one clean notebook per model (RF and PLS) for however many trees/components and various other grid search parameters. The final grid search settings;

  1. three data sources; ground, image and ground corrected + image spectra
  2. ncomps/trees: 1,2,4,8,12,16,24,32,50 and 64
  3. weights (balanced weights in caret with a max 300 sample units per PFT)
  4. outliers (no treatment)
  5. seed (5 random seeds across orders of magnitude??)
krbundy commented 1 year ago

This should include the following search levels:

  1. Number of components: 1, 2, 4, 8, 12, 16, 20, 24, 32, 50, 64
  2. Sources: Image, Ground, Image + corrected ground
  3. Seeds: 5 seeds per run
  4. Outliers and pre-processing: None
  5. Balanced class weights