Certificate in Clustering: Foundations and Applications
-- ViewingNowThe Certificate in Clustering: Foundations and Applications is a comprehensive course that empowers learners with essential skills in data analysis and machine learning. This program covers the fundamentals of clustering, including distance measures, hierarchical clustering, and density-based methods, and delves into advanced techniques like subspace clustering and cluster ensembles.
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โข Cluster Analysis: Foundations
โข Data Preprocessing for Clustering
โข Distance Metrics and Linkage Criteria
โข Hierarchical Clustering Algorithms
โข Partitioning Methods: k-Means and k-Medoids
โข Density-Based Clustering: DBSCAN and OPTICS
โข Cluster Evaluation and Validation
โข Fuzzy Clustering and Probabilistic Models
โข Advanced Clustering Techniques: Subspace and Co-clustering
โข Applications of Clustering in Data Mining and Machine Learning
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