Executive Development Programme in Topic Modeling for Executives
-- ViewingNowThe Executive Development Programme in Topic Modeling is a certificate course designed for executives seeking to enhance their data analysis skills. This program emphasizes the importance of topic modeling, a powerful text mining technique, in making informed business decisions.
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โข Introduction to Topic Modeling
โข Importance of Topic Modeling in Business Analysis
โข Types of Topic Modeling: Latent Dirichlet Allocation (LDA), Non-negative Matrix Factorization (NMF), and Correlation Explanation (CorEx)
โข Topic Modeling Tools and Software: Gensim, MALLET, and Stanford Topic Modeling Toolbox (STMT)
โข Data Preparation for Topic Modeling
โข Implementing Topic Modeling in Python and R
โข Evaluating and Interpreting Topic Modeling Results
โข Practical Applications of Topic Modeling in Business Intelligence and Marketing
โข Advanced Topic Modeling Techniques: Dynamic Topic Modeling (DTM), Hierarchical Dirichlet Process (HDP), and Author-Topic Modeling
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