Manifold Learning
t-SNE and UMAP produce the 2-D scatter plots of high-dimensional embeddings that appear everywhere — clusters of colourful dots, each supposedly a meaningful group. They are genuinely useful, and also genuinely easy to misread: knowing exactly what these plots do and do not preserve is the difference between a real insight and a confident misinterpretation.