The Middle East region is experiencing significant shifts in weather patterns. Rising temperatures, diminishing water resources, and extreme weather events pose major threats to the population and ecosystems of the region. To mitigate these challenges, researchers are leveraging machine learning models for climate modeling. Such algorithms can an