1. Introduction
  1.1 Challenges in optimizing computer network performance
  1.2 Objectives of the project
2. Literature Review
  2.1 Overview of network performance optimization techniques
  2.2 Machine learning applications in network management
  2.3 Related research and developments
3. System Design
  3.1 Data collection and feature extraction
  3.2 Machine learning models for performance prediction
  3.3 Dynamic network parameter adjustment
4. Implementation
  4.1 Selection of machine learning algorithms
  4.2 Integration with network management systems
  4.3 Testing and validation
5. Results and Discussion
  5.1 Performance improvement analysis
  5.2 Comparison with traditional optimization methods