Innovating with AI: Building SDG Applications for a Sustainable Future emphasizes the use of Artificial Intelligence (AI) as a transformative technology for developing innovative applications that support the achievement of the United Nations Sustainable Development Goals (SDGs). As global challenges such as poverty, hunger, climate change, healthcare accessibility, educational inequality, and resource scarcity continue to grow, AI offers powerful tools to design intelligent solutions that promote sustainable development and improve the quality of life worldwide. AI-driven SDG applications combine technologies such as Machine Learning, Deep Learning, Natural Language Processing (NLP), Computer Vision, Predictive Analytics, and the Internet of Things (IoT) to address complex social, economic, and environmental issues. These applications can process vast amounts of structured and unstructured data, identify meaningful patterns, generate predictions, and provide automated recommendations that support informed decision-making. In the healthcare sector, AI-powered applications can assist in disease diagnosis, patient monitoring, and telemedicine services, contributing to improved healthcare accessibility and outcomes. In education, intelligent learning platforms offer personalized content and adaptive assessments, enabling students from diverse backgrounds to access quality education. Similarly, AI supports sustainable agriculture by optimizing irrigation, predicting crop diseases, and improving food production, thereby helping to achieve food security goals.