Please give me feedback on my Forest Cover Classifier project

Info

Questions

  • How could I find collinear variables in the data and keep all but one? I know this can probably help make training faster and more efficient and the model smaller, but it is a statistical technique I do not know how to do. A short, step by step would be incredibly useful. Would I need to plot any graphs to spot the collinear variables? Make any particular observations?, etc