To create something like this from not having any experience in design might be kind of tough. You can do this illustrator if you can sketch out your concept and learn the program. I personally would create a concept like this in a 3D package but that just my personal preference from my background.
I would suggest that you might want to just learn the basics of design, sketching, maybe even interior design before jumping into something like this. The tutorials on this site will help you for sure to learn the programs but not necessarily design.
hope this helps
Greg
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