Executive Development Programme in Mastering Topic Modeling
-- ViewingNowThe Executive Development Programme in Mastering Topic Modeling is a certificate course designed to empower professionals with the essential skills for career advancement in today's data-driven world. Topic modeling is a critical technique in data analysis and natural language processing, used to uncover hidden thematic structures in large text corpora.
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โข Introduction to Topic Modeling
โข Understanding Text Data Analysis
โข Primary Keyword: Machine Learning Techniques in Topic Modeling
โข Popular Topic Modeling Algorithms: Latent Dirichlet Allocation (LDA) and Non-negative Matrix Factorization (NMF)
โข Advanced Topic Modeling: Hierarchical Dirichlet Process (HDP) and Correlated Topic Models (CTM)
โข Topic Modeling Evaluation Metrics
โข Implementing Topic Modeling with Python Libraries (Gensim and NLTK)
โข Real-world Applications of Topic Modeling
โข Best Practices for Executive Development in Topic Modeling
โข Future Trends and Research Directions in Topic Modeling
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