In my lecture, I will discuss various aspects of how artificial intelligence can significantly enhance accurate mapping through remote sensing data from different platforms, including UAV, and orbital sources. I will introduce a range of strategies aimed at optimizing outcomes and enabling the development of generalized deep-learning models. Additionally, I will explore techniques for reducing the reliance on labeled data and will showcase practical results in the context of environmental applications and precision agriculture.