Global Certificate in Topic Modeling and Big Data
-- ViewingNowThe Global Certificate in Topic Modeling and Big Data is a comprehensive course designed to equip learners with essential skills in data analysis and modeling. In today's data-driven world, topic modeling and big data have become critical components of business intelligence and decision-making processes.
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โข Introduction to Topic Modeling and Big Data
โข Data Preprocessing for Topic Modeling in Big Data
โข Understanding Probabilistic Topic Models
โข Implementing Latent Dirichlet Allocation (LDA)
โข Non-negative Matrix Factorization (NMF) and its Applications
โข Evaluation Metrics for Topic Modeling
โข Visualizing Topic Models with t-SNE and UMAP
โข Topic Modeling in Streaming Data
โข Advanced Topic Modeling Techniques: Correlation Explanation, Hierarchical Dirichlet Process, and Dynamic Topic Models
โข Real-World Applications of Topic Modeling in Big Data
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