How can machine learning help identify predictors of environmental degradation?

I have been recently reading Collapse: How Societies Choose to Fail or Succeed by Jared Diamond. The chapters on the Pacific islands inspired me to use machine learning on the dataset mentioned by Diamond in the book, linking deforestation observed by the European discoverers with environmental variables. The goal was to see how the modern tools of data science can supplement statistical approaches of environmental research.

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