Umap, Machine Learning, AI, Dimensionality Reduction.
and non-linear methods, with a focus on the advantages of non-linear, reproducible methods like Uniform Manifold Approximation and Projection (UMAP). Linear Dimensionality Reduction Linear dimensionality reduction methods aim to find linear combinations of the original features that capture the