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Statistical-Learning-DSE

Group Project

Above the norm

With this project we want to discover whether there exist model that describe how much a country is polluted, and also a method to classify Polluted and Clean countries in US.

  • Air Quality Index as a measure of cleaniness of a country
  • Many predictors used for the models

Here we can split the parts

Problem Understanding

  • (done)

Data Description

  • (done)

Data Visualization and Exploration

  • (done)

Data Analysis for Supervised methods

  1. Model Selection (done)
  2. Tree predictors and Random Forest (done)
  3. k-Nearest Neighbours (done)

Data Analysis for Unsupervised methods

  1. PCA (done)
  2. Clustering (done)

Theoretical background of the used methods

  • (done)

Conclusions

  • (done)

Appendix

  • (done)