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I am using t-SNE for exploratory data analysis. I am using this instead of PCA because PCA is linear and t-SNE is non-linear.

It's really straight-forward to know how many dimensions are required to capture the necessary variance with PCA. How do I know how many dimensions are required for my data using t-SNE?

I have read a popular website of very useful information, but it doesn't discuss dimensionality. https://distill.pub/2016/misread-tsne/

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