LDA-and-NMF-for-unlabled-texts These two models look like KMeans model for clustering the unlabeled data. LDA: This model is an abbreviation of words Latent Dirichlet Allocation and sometimes called Topic Modeling. NMF: This model is an abbreviation of words Non-Negative Matrix Factorization.