Understanding UMAP: A Comprehensive Guide to Dimensionality Reduction
Introduction In the age of big data, the ability to visualize and interpret complex datasets has become increasingly important. One of the most effective techniques for dimensionality reduction is Uniform Manifold Approximation and Projection (UMAP). This article will explore , its underlying principles, applications, and how it compares to other dimensionality reduction techniques. What is…