General AI
Clustering
Definition
An unsupervised learning technique that groups similar data points together without predefined categories.In-Depth Explanation
Clustering algorithms find natural groupings in data based on similarity measures. K-means partitions data into K clusters, DBSCAN finds density-based clusters of arbitrary shape, and hierarchical clustering creates a tree of nested clusters. Applications include customer segmentation, anomaly detection, and data exploration.
Real-World Example
Grouping customers into segments like "budget-conscious families" and "luxury seekers" based on purchasing patterns without defining these groups in advance.
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