Cloud Resource

Cloud resource management focuses on optimizing the allocation and utilization of computing resources to meet application demands while minimizing costs and ensuring service quality. Current research emphasizes leveraging machine learning, particularly deep learning models like transformers and reinforcement learning algorithms, to predict resource needs, automate scaling, and improve resource scheduling across diverse applications, including IoT devices and scientific simulations. These advancements are crucial for improving efficiency, reducing operational expenses, and enabling the deployment of increasingly complex and demanding applications in cloud environments.