The ideal choice depends on the game you wish to create and the skillset of the team. Unreal Engine might be favorable for your project due to the sheer amount of high quality assets available for free and their relatively laxed approach to indie projects. Unity is a very popular engine with people getting into game development, due to the large amount of tutorials available for learning. The lack of coding experience should not be too detrimental to your project, as all these engines provide ways of implementing game logic other than scripting (e.g. drag and drop blocks) and have a large amount of game logic ready to be used by you such as physics or AI.
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