Introduction
PCA is the workhorse, but other tools are better for particular jobs:
| Tool | Best for |
|---|---|
| Random projection | extremely high-dimensional data, when speed matters most |
| LLE | unrolling curved manifolds (like the Swiss roll) |
| t-SNE (and UMAP) | 2-D/3-D visualisation of clusters |