Dimensionality Reduction ======================== This section presents dimensionality reduction applications, which transform high-dimensional data into a more compact representation while preserving essential information. These methods simplify datasets by removing redundancy and emphasizing the most relevant patterns, making analyses more efficient and interpretable. .. toctree:: :maxdepth: 1 dimensionality_reduction/pca