Under this topic, we will post upcoming useful features that we plan to implement and would like to receive your feedback/comments.
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RFC: Universal way of performing dimensionality reduction on multiple columns
The idea is to have a unified method for dimensionality reduction (like UMAP and t-SNE) that will support multiple columns and would be easily extended with supported column types from different packages.
Rest of the information can be found here.
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The dimensionality reduction idea is fantastic!