Advanced Certificate in Topic Modeling: Expert Techniques
-- ViewingNowThe Advanced Certificate in Topic Modeling: Expert Techniques is a comprehensive course designed to equip learners with the essential skills required for career advancement in data analysis and machine learning industries. This certificate course focuses on the importance of topic modeling, a critical technique used in natural language processing and text mining to discover hidden thematic structures in a collection of documents.
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โข Basic Topic Modeling Concepts
โข Probabilistic Graphical Models
โข Advanced Latent Dirichlet Allocation (ALDA)
โข Non-negative Matrix Factorization (NMF)
โข Hierarchical Dirichlet Process (HDP)
โข Correlation Explanation (CorEx) LDA
โข Topic Model Evaluation Metrics
โข Advanced Topic Modeling Applications
โข Implementing Topic Modeling Algorithms in Python
โข Real-world Case Studies in Topic Modeling
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