PCA vs UMAP Explained: When to Use Each (and Why You Need Both) | Single-Cell Analysis | Mapmaker 2
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PCA vs UMAP Explained: When to Use Each (and Why You Need Both) | Single-Cell Analysis | Mapmaker 2
PCA and UMAP are the two most common dimensionality reduction methods in bioinformatics — but they answer DIFFERENT questions. This video explains both using a mapmaking analogy: PCA is the satellite photo (global distances). UMAP is the artist's neighborhood map (local structure). ⏱ Timestamps: Part 1 — The Satellite Photo (PCA) 00:00 ...
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