Executive Development Programme in Clustering for Organizational Success
-- ViewingNowThe Executive Development Programme in Clustering for Organizational Success is a certificate course designed to empower professionals with the ability to create high-performing teams. This programme focuses on the importance of clustering, a technique that optimizes organizational performance by grouping employees based on their skills, interests, and roles.
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โข Introduction to Clustering: Understanding the Basics and Importance
โข Cluster Analysis Techniques: Hierarchical, Centroid-Based, Density-Based, and Distribution-Based Methods
โข Data Preparation for Clustering: Data Preprocessing, Feature Scaling, and Dimensionality Reduction
โข Internal Evaluation Metrics: Silhouette Coefficient, Davies-Bouldin Index, Calinski-Harabasz Index
โข External Evaluation Metrics: Purity, Rand Index, Jaccard Similarity Coefficient
โข Cluster Validation: Choosing the Optimal Number of Clusters and Assessing Cluster Stability
โข Hierarchical Clustering: Agglomerative and Divisive Methods, Linkage Criteria, and Dendrograms
โข Centroid-Based Clustering: K-Means, K-Medoids, and Mini-Batch K-Means Algorithms
โข Density-Based Clustering: DBSCAN, HDBSCAN, and OPTICS Algorithms
โข Distribution-Based Clustering: Gaussian Mixture Models and Expectation-Maximization Algorithm
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