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Don’t throw windows out, it can be useful, I’d recommend dual booting. For the distro, I’d go with Fedora (Workstation) or PopOS. Fedora’s hard to break and reliable as well as easy to dual boot (guide) while PopOS is Ubuntu based so it can draw from Ubuntu’s giant popularity, but it’s not the easiest to dual boot (guide)
See https://github.com/jupyter/docker-stacks
NOTE:
The number of mentions on this list indicates mentions on common posts plus user suggested alternatives.
Hence, a higher number means a more popular project.
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