Installing XGBoost For Anaconda on Windows (IT Best Kept Secret Is Optimization)

XGBoost is a recent implementation of Boosted Trees. It is a machine learning algorithm that yields great results on recent Kaggle competitions. I decided to install it on my computers to give it a try. Installation on OSX was straightforward using these instructions. Installation on Windows was not as straightforward.