This post describes how to improve fastText classifier using various techniques.
fastText is a text representation and classification library from Facebook Research developed by FAIR lab. Classification of text documents is an important natural language processing (NLP) task. It is originally written in C++ but can be accessed using Python interface. It is massively fast. See references for two defining papers.