This is a documentation of one of my approaches to solving the forest cover type prediction challenge hosted by Kaggle. Feel free to use for your own reference and let me know if you have any suggestions on how I can improve the model :-)
I found this topic very engaging being a nature lover. Also the features are very friendly and don't require much domain knowledge to explore (and hopefully engineer new features).
OK let's get started.