Uniform Manifold Approximation and Projection (UMAP) is a dimensionality reduction
technique used in machine learning and data analysis. It aims to preserve the global structure
and relationships of the data by mapping high-dimensional data points onto a lowerdimensional space. UMAP is particularly effective at capturing complex patterns and non-linear
relationships in the data.