Global Certificate in Applied Clustering Techniques
-- ViewingNowThe Global Certificate in Applied Clustering Techniques is a comprehensive course designed to meet the growing industry demand for professionals skilled in data analysis and machine learning. This certification equips learners with essential skills in clustering techniques, a critical aspect of data mining and analytical processes.
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โข Introduction to Clustering Techniques
โข Types of Clustering: Hard and Soft Clustering
โข Distance Metrics for Clustering: Euclidean, Manhattan, and Cosine Similarity
โข Hierarchical Clustering: Agglomerative and Divisive Approaches
โข Partitioning Methods: K-Means and K-Medoids
โข Density-Based Clustering: DBSCAN and OPTICS
โข Cluster Evaluation Metrics: Silhouette Coefficient and Davies-Bouldin Index
โข Real-World Applications of Clustering Techniques
โข Best Practices and Challenges in Applied Clustering Techniques
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