Scaling and Selecting Features

Text models can explode to tens of thousands of features. Many add only noise, so trimming the list often improves both speed and accuracy.

Some models compare feature magnitudes directly. If one feature ranges 0 to 1000, it can drown out the rest unless you scale them first.