<ul><li>Self-Organizing Maps (SOMs) are used in deep learning for data mining.</li><li>SOMs excel at clustering high-dimensional data and can be used for tasks like customer segmentation and market basket analysis.</li><li>SOMs reduce the dimensionality of complex data while preserving important features, making visualization and analysis easier.</li><li>SOMs are useful for creating intuitive visualizations, detecting anomalies, but require careful selection of parameters and can be sensitive to weight initialization.</li></ul>

Self-Organizing Maps (SOMs) in Deep Learning for Data Mining

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