Optimization of computer network performance using machine learning
Table Of Contents
- 1.Introduction
- 1.1Challenges in optimizing computer network performance
- 1.2Objectives of the project
- 2.Literature Review
- 2.1Overview of network performance optimization techniques
- 2.2Machine learning applications in network management
- 2.3Related research and developments
- 3.System Design
- 3.1Data collection and feature extraction
- 3.2Machine learning models for performance prediction
- 3.3Dynamic network parameter adjustment
- 4.Implementation
- 4.1Selection of machine learning algorithms
- 4.2Integration with network management systems
- 4.3Testing and validation
- 5.Results and Discussion
- 5.1Performance improvement analysis
- 5.2Comparison with traditional optimization methods
Thesis Abstract
This project focuses on the application of machine learning techniques to optimize the performance of computer networks. The project aims to develop algorithms that can analyze network traffic patterns, predict network congestion, and dynamically adjust network parameters to improve overall performance. The project will address the increasing complexity and scale of modern computer networks and the need for intelligent and adaptive optimization mechanisms.
Thesis Overview
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