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This chapter explores the transformative role of artificial intelligence (AI) in natural resource management (NRM), focusing on its applications across various sectors, including forestry, water resources, biodiversity conservation, and land use. As global challenges such as climate change, population growth, and environmental degradation intensify, effective management of natural resources is paramount. AI technologies, including machine learning, predictive analytics, and remote sensing, offer innovative solutions for monitoring, analyzing, and optimizing resource utilization. Through case studies and real-world applications, this chapter illustrates how AI enhances decision-making processes, improves efficiency, and fosters sustainable practices in managing natural resources. The integration of AI not only facilitates proactive management strategies but also promotes resilience and adaptability in natural resource systems, ultimately contributing to a more sustainable future.