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Yes. Once you've purchased the book, you can go to "My Books" and find the one you want to download. Below the thumbnail of the book cover there is a "..." menu which looks like this when expanded: Click "Download" and you'll be presented with a dialog: Now you can load the downloaded epub on any reader you like.

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