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I’ve had much better luck with umap than PCA and t-sne for reducing embeddings.

PaCMAP (and its descendant localmap) are comparable to t-sne at preserving both local and global structure (but without messing much with finicky hyperparameters)

https://youtu.be/sD-uDZ8zXkc

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