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Inventory is a global level attribute in Magento 1 & 2 (for now) and so this is not possible. The way around it is either to have separate installations (that could be running on the same codebase deployed to a separate location with a different database) or through an extension.
I don't have familiarity with any of them but there are a few around on Magento Connect: