Topic Modeling, Data Science, Machine Learning, NLP, Tips And Tricks.
time reduction is not clickbait. Someone who knows little about LDA would reasonably tokenize using NLTK, use gensim’s stochastic variational inference algorithm, and then grid search over an inefficient search space. Switching from NLTK to spaCy gives a speedup of 8–20×, but that’s a separate and