Global Certificate in Topic Modeling and Intelligent Systems
-- ViewingNowThe Global Certificate in Topic Modeling and Intelligent Systems is a comprehensive course that equips learners with essential skills in topic modeling, natural language processing, and machine learning. This course is crucial in today's data-driven world, where businesses rely on extracting valuable insights from vast amounts of data.
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โข Unit 1: Introduction to Topic Modeling and Intelligent Systems
โข Unit 2: Probabilistic Graphical Models and Bayesian Inference
โข Unit 3: Latent Dirichlet Allocation (LDA) and its Variants
โข Unit 4: Non-Negative Matrix Factorization (NMF) and its Applications
โข Unit 5: Correlation Explanation (CorEx) and Hierarchical Topic Modeling
โข Unit 6: Deep Learning Approaches to Topic Modeling
โข Unit 7: Evaluation Metrics for Topic Coherence and Model Selection
โข Unit 8: Implementing Topic Modeling Algorithms in Python
โข Unit 9: Real-World Applications of Topic Modeling in Industry
โข Unit 10: Ethical Considerations and Bias in Topic Modeling
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