Discuss the impact of dimensionality reduction techniques (e.g., PCA, UMAP) on index size and query accurac…

Discuss the impact of dimensionality reduction techniques (e.g., PCA, UMAP) on index size and query accuracy when storing billions of vectors — when would you apply them, and how would you validate the loss of information?