Umap, Machine Learning, AI, Dimensionality Reduction.
linear relationships, linear dimensionality reduction is more appropriate. Computational Efficiency: Linear techniques are generally faster and require fewer computational resources. On the other hand, non-linear dimensionality reduction methods are preferable in the following situations: Complex