Global Certificate in Clustering Analysis for the Data Age
-- ViewingNowThe Global Certificate in Clustering Analysis for the Data Age is a comprehensive course designed to equip learners with the essential skills required in the era of big data. This certificate course emphasizes the importance of clustering analysis, a critical data mining technique used to identify meaningful patterns and relationships within complex data sets.
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โข Introduction to Clustering Analysis
โข Types of Clustering: Hard and Soft Clustering
โข Popular Clustering Algorithms: K-Means, DBSCAN, Hierarchical Clustering
โข Measuring Cluster Quality: Silhouette Score, Davies-Bouldin Index
โข Cluster Evaluation Metrics: Internal, External, and Relative Evaluation
โข Real-World Applications of Clustering Analysis
โข Dimensionality Reduction Techniques for Clustering: PCA, t-SNE
โข Scalable Clustering Algorithms for Big Data
โข Machine Learning and Deep Learning for Clustering Analysis
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