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Unsupervised Learning: Unveiling Hidden Patterns Through Clustering

  • Unsupervised learning, specifically clustering, reveals hidden patterns in data without predefined categories or targets.
  • Clustering algorithms group data points based on similarities, with popular techniques like K-means, hierarchical clustering, and DBSCAN.
  • Significance of clustering includes discovering patterns, reducing data dimensionality, improving data understanding, and enabling anomaly detection.
  • Applications range from customer segmentation to image and document clustering, with challenges including determining optimal clusters and addressing biases.

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