Topic Modeling, Data Science, Machine Learning, NLP, Tips And Tricks.
first. Hopefully it’s useful to you, whoever’s reading. In short: Tokenize with spaCy instead of NLTK Use specifically scikit-learn’s implementation of LDA Set learning_mode to “online” Know what hyperparameter ranges make sense Select hyperparameters through random search, using validation entropy