<p>1. Introduction<br> 1.1 Background<br> 1.2 Motivation<br> 1.3 Objectives<br>2. Literature Review<br> 2.1 Cloud Computing Resource Allocation<br> 2.2 Reinforcement Learning in Resource Management<br> 2.3 Existing Approaches and Limitations<br>3. Methodology<br> 3.1 Problem Formulation<br> 3.2 Reinforcement Learning Framework<br> 3.3 State Representation and Action Space<br> 3.4 Reward Design<br> 3.5 Training and Evaluation<br>4. Proposed Framework Design<br> 4.1 Dynamic Resource Allocation Model<br> 4.2 Learning and Adaptation Mechanisms<br> 4.3 Integration with Cloud Infrastructure<br>5. Implementation and Experimentation<br> 5.1 Simulation Environment Setup<br> 5.2 Training and Testing Scenarios<br> 5.3 Performance Metrics and Evaluation<br></p>
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