Certificate in A Comprehensive Guide to Topic Modeling
-- ViewingNowThe Certificate in A Comprehensive Guide to Topic Modeling is a valuable course that provides learners with essential skills in data analysis and machine learning. This course focuses on topic modeling, a critical technique used to uncover hidden thematic structures in large text corpora.
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โข Introduction to Topic Modeling
โข Understanding Latent Dirichlet Allocation (LDA)
โข Non-Negative Matrix Factorization (NMF) and its Application in Topic Modeling
โข Comparison of Topic Modeling Techniques: LDA vs NMF
โข Hands-on Tutorial: Implementing Topic Modeling in Python
โข Evaluation Metrics for Topic Modeling
โข Advanced Topic Modeling: Hierarchical Dirichlet Process (HDP)
โข Real-world Applications of Topic Modeling
โข Best Practices for Topic Modeling and Data Preprocessing
โข Ethical Considerations in Topic Modeling and Text Analysis
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