Visual inspection of Random Forests allows visualization of their
underlying structure and complexity, and demonstration of effects of Random
Supervised term weighting schemes are promising alternatives to
a popular tf-idf term weighting scheme in the context of text classification
tasks. In this post we will review some of them, implement them on top of
scikit-learn, and compare them with tf-idf.