Topic Modeling, Data Science, Machine Learning, NLP, Tips And Tricks.
regularization is equivalent to padding with fake data. doc_topic_prior × n_components is the number of fake words you add to each document. If you’re analyzing tweets, 1–2 fake words might make sense, but 1,000 fake words makes zero sense. If you’re analyzing short stories, 1–2 fake words is