Certificate in Clustering Analysis: A Concise Overview
-- ViewingNowThe Certificate in Clustering Analysis is a concise and job-focused course, designed to equip learners with essential skills in data analysis and machine learning. This certificate course highlights the importance of clustering analysis, a method widely used in data mining, image processing, and machine learning, to group similar data instances together without prior knowledge of the groups.
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โข Introduction to Clustering Analysis – Defining clustering, use cases, and key concepts.
โข Data Preprocessing – Data cleaning, normalization, and transformation techniques.
โข Distance Metrics – Understanding and applying distance measures in clustering.
โข Hierarchical Clustering – Linkage criteria, dendrograms, and divisive vs. agglomerative methods.
โข Partitioning Methods – K-means, K-medoids, and their variations.
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