Certificate in Clustering Analysis: A Modern Approach
-- ViewingNowThe Certificate in Cluster Analysis: A Modern Approach is a comprehensive course that empowers learners with essential skills in data analysis and machine learning. This certification focuses on clustering analysis, a critical technique for discovering hidden patterns in large datasets.
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โข Introduction to Clustering Analysis
โข Types of Clustering: Hard and Soft Clustering
โข Distance Metrics and Linkage Criteria in Hierarchical Clustering
โข Partitioning Methods: K-Means and K-Medoids
โข Density-Based Clustering: DBSCAN and OPTICS
โข Cluster Validity Measures and Model Selection
โข Fuzzy Clustering and Possibilistic Clustering
โข High-Dimensional Clustering Techniques
โข Clustering with Constraints and Anomaly Detection
โข Real-World Applications of Clustering Analysis
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