Optimizing Resource Allocation in Cloud Computing Environments using Reinforcement Learning
Cloud computing resource allocation remains a critical challenge, with organizations wasting an estimated $109 billion annually on idle or over-provisioned resources. Traditional allocation strategies—static provisioning, threshold-based autoscaling, and time-series forecasting—fail to capture the complex, non-stationa...