Urban heat islands are a grave phenomenon in metropolitan areas globally. These localized regions of elevated temperatures arise from the abundance of impervious surfaces and reduced vegetation, intensifying the city environment's heat. To alleviate this concern, predicting urban heat islands with accuracy is crucial. A forecast-driven approach off