Umap, Machine Learning, AI, Dimensionality Reduction.
Dimensionality reduction methods come to the rescue, offering ways to transform high-dimensional data into a more manageable and informative representation. Traditionally, linear methods like Principal Component Analysis (PCA), Factor Analysis, Independent Component Analysis (ICA), and Non-Negative