Masterclass Certificate in Mastering the Art of Topic Modeling
-- ViewingNowThe Masterclass Certificate in Mastering the Art of Topic Modeling is a comprehensive course that equips learners with essential skills in data analysis and text mining. This course is critical for professionals working with large-scale data sets and seeking to uncover hidden patterns and topics within unstructured text data.
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โข Introduction to Topic Modeling
โข Probabilistic Topic Modeling: Latent Dirichlet Allocation (LDA)
โข Non-Negative Matrix Factorization (NMF) and its Applications
โข Hierarchical Dirichlet Process (HDP) and Advanced Topic Modeling
โข Topic Modeling Evaluation Metrics and Best Practices
โข Topic Modeling in Natural Language Processing (NLP)
โข Topic Modeling Tools and Libraries: Gensim, MALLET, and Stanford Topic Modeling Toolbox
โข Real-world Applications of Topic Modeling: Social Media Analysis, News Articles, and Scientific Literature
โข Ethics and Bias in Topic Modeling
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