Certificate in Topic Modeling and Text Analytics
-- ViewingNowThe Certificate in Topic Modeling and Text Analytics is a comprehensive course that equips learners with essential skills in data analysis and text mining. This program covers vital techniques such as Natural Language Processing (NLP), machine learning, and predictive analytics, enabling learners to derive valuable insights from large text data sets.
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โข Introduction to Topic Modeling & Text Analytics
โข Natural Language Processing (NLP)
โข Data Preprocessing for Text Analytics
โข Basic Concepts of Probabilistic Topic Modeling
โข Latent Dirichlet Allocation (LDA)
โข Non-negative Matrix Factorization (NMF)
โข Implementing Topic Modeling Algorithms using Python
โข Evaluation Metrics for Topic Models
โข Advanced Topic Modeling Techniques (Hierarchical Dirichlet Process, Correlated Topic Models)
โข Real-world Applications and Case Studies of Topic Modeling
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