Global Certificate in Topic Modeling: Efficiency Redefined
-- ViewingNowThe Global Certificate in Topic Modeling: Efficiency Redefined is a comprehensive course that empowers learners with essential skills in topic modeling, a critical technique in data analysis and natural language processing. This certification course is crucial in today's data-driven world, where the ability to extract meaningful insights from unstructured data is highly sought after.
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โข Introduction to Topic Modeling: Definition, Importance and Use Cases
โข Mathematical Foundations of Topic Modeling
โข Popular Topic Modeling Algorithms: Latent Dirichlet Allocation (LDA) and Non-negative Matrix Factorization (NMF)
โข Implementing Topic Modeling with Python and R
โข Evaluation Metrics for Topic Modeling: Coherence, Perplexity and Interpretability
โข Advanced Topic Modeling Techniques: Dynamic Topic Modeling and Hierarchical Dirichlet Process (HDP)
โข Topic Modeling for Social Media and Text Analytics
โข Real-world Applications of Topic Modeling: Market Research, Fraud Detection and Content Analysis
โข Ethical Considerations and Data Privacy in Topic Modeling
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