Certificate in Topic Modeling Fundamentals
-- ViewingNowThe Certificate in Topic Modeling Fundamentals is a comprehensive course designed to equip learners with essential skills in topic modeling, a powerful data analysis technique in high demand across industries. This certification dives into the theory and practice of topic modeling, covering popular algorithms like Latent Dirichlet Allocation (LDA) and Non-negative Matrix Factorization (NMF).
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โข Introduction to Topic Modeling
โข Probabilistic Graphical Models
โข Latent Dirichlet Allocation (LDA)
โข Implementing LDA with Gibbs Sampling
โข Non-negative Matrix Factorization (NMF)
โข Comparing Topic Models: LDA vs. NMF
โข Evaluating Topic Coherence
โข Topic Modeling in Python: Gensim & NLTK
โข Real-world Applications of Topic Modeling
โข Advanced Topic Modeling Techniques
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