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RMarkdown file showing an example of using the Random Forest algorithm to examine Weather Data

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DATAS Gateway

This project is a part of the DATAS Gateway created to provide Data Analysis tools for the Atmospheric Sciences. To view the Gateway visit https://datasgateway.colostate.edu/ (NOTE: This page is still being created - to view uploaded material, visit the resources page).

The following resources are available for viewing:

  • An introduction to Random Forest, showing examples of its use for regression and classification. You can follow through the notebook with nbviewer, https://nbviewer.jupyter.org/github/sjbothwell/DATAS_Gateway/tree/master/Random_Forest/
  • A walkthrough on how to calculate the confidence interval for false positives, or type 1 errors.
  • A general description of the poisson distribution, including proofs of poisson theory.
  • A general description of the gamma distribution, including proofs of gamma theory.

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