Explanation
The word "nearby" is used incorrectly here because it functions as an adjective without "the".The correct phrase should be: "go to the neighborhood park" or simply "go to a nearby park" (without "the").
Corrected sentence:
"Ali and Abdullah have decided to go to the neighborhood park."