Uniform Manifold Approximation and Projection Benchmark

• Tech Stack: Python, Numpy, Matplotlib, UMAP, Scikit-learn
• Github URL: Project Link

I aim to compare the newly developed UMAP for Nonlinear Dimensionality Reduction. In order to do that I am using various dataset to compare UMAP mainly with t-SNE. For the first two examples (Swiss Roll Data, Severed Sphere) others commonly used dimensionality reductions methods are given for comparisons purposes. Let's get started.