Can I use glue instead of morter to make a glass marble backsplash?

I want to make a backsplash in my kitchen behind the sink. I rent so I want to make it light weight and removable. I would like to glue glass marbles to a piece of plexy glass. Will this work? If so what kind of glue will hold the marbles securely?

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