Global Certificate in Topic Modeling: Career Growth
-- ViewingNowThe Global Certificate in Topic Modeling: Career Growth is a comprehensive course designed to equip learners with essential skills in topic modeling, a critical area of natural language processing. This course emphasizes the importance of topic modeling in data analysis and business intelligence, making it highly relevant in today's data-driven economy.
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โข Introduction to Topic Modeling: Basics, Importance, and Applications
โข Text Pre-processing for Topic Modeling: Data Cleaning, Tokenization, and Stopwords
โข Latent Dirichlet Allocation (LDA): Theory, Implementation, and Evaluation
โข Non-negative Matrix Factorization (NMF): Concepts, Algorithms, and Applications
โข Hierarchical Dirichlet Process (HDP): Foundations, Modeling, and Inference
โข Topic Modeling Tools and Libraries: Gensim, MALLET, and Stanford Topic Modeling Toolbox
โข Evaluation Metrics for Topic Modeling: Coherence, Perplexity, and Human Judgment
โข Topic Modeling in Real-World Scenarios: Case Studies and Best Practices
โข Career Opportunities in Topic Modeling: Job Roles, Industries, and Salaries
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