Umap, Machine Learning, AI, Dimensionality Reduction.
making it suitable for large-scale datasets. Here are three scenarios where linear dimensionality reduction methods are advantageous: Feature Engineering: Linear methods are interpretable and can provide insights into feature importance. Linear Data Relationships: When data primarily exhibits