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I am currently pursuing a Master’s degree at Iwate University Graduate School (enrolled in October 2024). My research focuses on Intrusion Detection Systems (IDS), and I am utilizing data balancing techniques to improve model accuracy by balancing datasets. The methods I use include deep learning algorithms such as GAN, CGAN, CWGAN, WGAN-GP, along with the SOMTE method.
In my research, combining CNN_LSTM with the SOMTE method, the classification results on the NSL-KDD 40-class dataset have reached 99%, effectively learning the minority class data. This result highlights the importance of data balancing techniques in improving model performance and provides strong support for further research.
Research and Development Experience
During my graduate studies, I primarily use Python for data analysis, focusing on feature extraction and optimizing classification methods for network traffic data. Additionally, I have participated in projects related to image processing. In October of this year, I assisted a senior colleague with their graduation thesis project, successfully implementing semantic segmentation techniques on satellite images to analyze post-disaster damage to roads and buildings.
Skills and Expertise
I am proficient in several programming languages, including Java, Go, and Python, and I am also capable of developing with JavaScript. During my undergraduate studies, I worked on a web system related to network security, integrating intrusion detection and data analysis modules into the system. I am currently improving the project and adding new features.
Additionally, I have a strong interest in Large Language Models (LLM). Although my experience in this area is limited, I have a strong desire to learn and quickly adapt to new technologies.
Future Outlook
I am passionate about artificial intelligence and the latest technologies, particularly in AI and image processing applications. I look forward to joining more practical research and development projects, continuously enhancing my professional skills, and contributing to technological innovation.
Contact Information
If you are interested in my background and abilities, please feel free to contact me via [LINE ID: lipengbin ].