Masterclass Certificate in Topic Modeling for Competitive Advantage
-- ViewingNowThe Masterclass Certificate in Topic Modeling for Competitive Advantage is a comprehensive course designed to equip learners with the essential skills for career advancement in the data analysis industry. This course focuses on the importance of topic modeling, a critical technique for understanding large textual datasets, and gaining a competitive edge in the job market.
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โข Introduction to Topic Modeling: Definition, Importance, and Use Cases
โข Probabilistic Graphical Models: Bayesian Networks, Markov Random Fields
โข Latent Dirichlet Allocation (LDA): Principles, Mathematical Foundations, Algorithms
โข Non-Negative Matrix Factorization (NMF): Theory, Implementation, Optimization
โข Hierarchical Dirichlet Process (HDP): Infinite Topic Models, Stick-Breaking Process
โข Topic Modeling Evaluation: Perplexity, Coherence, Human Evaluation
โข Topic Modeling Applications: Text Analytics, Social Media Analysis, Market Research
โข Advanced Topic Modeling Techniques: Dynamic Topic Models, Author-Topic Models
โข Ethical Considerations and Responsible Topic Modeling: Privacy, Bias Mitigation, Transparency
โข Mastering Topic Modeling Tools and Libraries: Gensim, MALLET, Stanford Topic Modeling Toolbox
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