Executive Development Programme in Topic Modeling for Growth
-- ViewingNowThe Executive Development Programme in Topic Modeling for Growth is a certificate course designed to empower professionals with the essential skills needed to thrive in today's data-driven business landscape. This programme focuses on topic modeling, a powerful machine learning technique used to uncover hidden thematic structures in large text corpora.
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โข Introduction to Topic Modeling
โข Importance of Topic Modeling for Business Growth
โข Types of Topic Modeling: Latent Dirichlet Allocation (LDA), Non-negative Matrix Factorization (NMF), and Correlation Explanation (CorEx)
โข Topic Modeling Tools and Techniques: Gensim, Mallet, and MALLET
โข Topic Modeling Applications in Business: Market Research, Customer Segmentation, and Content Analysis
โข Advanced Topic Modeling: Hierarchical Dirichlet Process (HDP) and Author-Topic Modeling
โข Evaluating Topic Modeling Performance: Coherence Score, Perplexity, and Human Judgment
โข Case Studies of Successful Topic Modeling Implementation
โข Best Practices for Topic Modeling in Business
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