Global Certificate in Topic Modeling and Data-Driven Insights
-- ViewingNowThe Global Certificate in Topic Modeling and Data-Driven Insights is a comprehensive course designed to empower learners with the essential skills to drive data-centric decision-making in today's digital world. This course emphasizes the importance of topic modeling, a powerful technique for uncovering hidden patterns and themes in large datasets, enabling professionals to extract valuable insights and inform strategic business decisions.
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โข Unit 1: Introduction to Topic Modeling and Data-Driven Insights โข Unit 2: Data Preprocessing and Cleaning โข Unit 3: Understanding Probabilistic Topic Models โข Unit 4: Latent Dirichlet Allocation (LDA) and its Applications โข Unit 5: Non-Negative Matrix Factorization (NMF) for Topic Modeling โข Unit 6: Implementing Topic Modeling with Python and R Libraries โข Unit 7: Evaluation Metrics for Topic Modeling โข Unit 8: Visualizing Topic Models and Text Data โข Unit 9: Data-Driven Insights from Topic Modeling โข Unit 10: Real-World Applications and Case Studies
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