Unrelated features with common target issue

The problem is we have many unrelated dimensions with common target value.
We want to build a formula that predicts this target variable (continuous numeric).
Is there any way to do a kind of ansamble model to predict the value?
Maybe some weighted formula can help?

Thanks

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