Cloud Environment

Cloud computing environments are increasingly complex, demanding efficient resource management, robust security, and reliable operation. Current research focuses on leveraging machine learning (including deep learning architectures like LSTMs and neural networks), reinforcement learning, and other advanced algorithms to address challenges such as dynamic load balancing, anomaly detection, and efficient resource provisioning. These efforts aim to improve performance, security, and cost-effectiveness, impacting both the scalability of cloud services and the development of more sophisticated data management and analysis techniques.