Masterclass Certificate in Clustering for Data Mining
-- ViewingNowThe Masterclass Certificate in Clustering for Data Mining is a comprehensive course that equips learners with essential skills in clustering techniques, a critical area of data mining. This certification emphasizes hands-on experience, enabling learners to apply various clustering methods to real-world problems.
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โข Introduction to Clustering for Data Mining
โข Types of Clustering: Hard and Soft Clustering
โข Distance Metrics for Clustering: Euclidean, Manhattan, and Cosine Similarity
โข K-Means Clustering Algorithm: Theory and Applications
โข Hierarchical Clustering: Agglomerative and Divisive Methods
โข DBSCAN: Density-Based Spatial Clustering of Applications with Noise
โข Cluster Evaluation Metrics: Silhouette, Davies-Bouldin, and Calinski-Harabasz
โข Advanced Clustering Techniques: Subspace and Fuzzy Clustering
โข Real-World Applications of Clustering for Data Mining
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