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 metropolitan environment's heat. To mitigate this problem, predicting urban heat islands with finesse is crucial. A forecast-driven approa