Global Certificate in Topic Modeling for Government
-- ViewingNowThe Global Certificate in Topic Modeling for Government is a comprehensive course designed to equip learners with essential skills in data analysis and text mining. This course is crucial in today's data-driven world, where governments are seeking professionals who can make sense of large volumes of data.
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โข Introduction to Topic Modeling: Understanding the Basics
โข Data Preparation for Topic Modeling: Cleaning and Pre-processing
โข Topic Modeling Algorithms: Latent Dirichlet Allocation (LDA) and Non-negative Matrix Factorization (NMF)
โข Implementing Topic Modeling in Python using Gensim and MALLET
โข Visualizing Topic Models: Interpreting Results and Identifying Patterns
โข Advanced Topic Modeling Techniques: Hierarchical Dirichlet Process (HDP) and Correlation Explanation
โข Topic Modeling for Government: Applications and Case Studies
โข Ethical Considerations in Topic Modeling: Privacy and Bias
โข Best Practices for Topic Modeling in Government: Quality Control and Reproducibility
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