Executive Development Programme in Text Clustering Strategies
-- ViewingNowThe Executive Development Programme in Text Clustering Strategies is a certificate course designed to equip learners with essential skills in data analysis and text mining. This programme is crucial in today's digital age, where businesses generate vast amounts of unstructured data.
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โข Unit 1: Introduction to Text Clustering Strategies
โข Unit 2: Types of Text Clustering: Hard vs. Soft Clustering
โข Unit 3: Distance Measures in Text Clustering: Cosine Similarity, Euclidean Distance, Jaccard Similarity
โข Unit 4: Text Preprocessing for Text Clustering: Stop Words Removal, Stemming, Lemmatization
โข Unit 5: Hierarchical Clustering Algorithms for Text Data: Agglomerative and Divisive Clustering
โข Unit 6: Partitioning Clustering Algorithms for Text Data: K-Means, K-Medoids
โข Unit 7: Density-Based Clustering Algorithms for Text Data: DBSCAN, HDBSCAN
โข Unit 8: Evaluation Metrics for Text Clustering: Silhouette Score, Davies-Bouldin Index, Adjusted Rand Index
โข Unit 9: Advanced Text Clustering Techniques: Fuzzy Clustering, Probabilistic Clustering, Ensemble Clustering
โข Unit 10: Real-World Applications of Text Clustering Strategies
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