1. Introduction
  1.1 Background
  1.2 Objectives
  1.3 Significance of resource optimization
2. Literature Review
  2.1 Cloud resource management challenges
  2.2 Reinforcement learning in resource allocation
3. System Architecture
  3.1 Cloud infrastructure components
  3.2 Reinforcement learning framework
4. Implementation
  4.1 Data collection and preprocessing
  4.2 Reinforcement learning model integration
5. Performance Evaluation
  5.1 Workload scenarios
  5.2 Performance metrics