Improving Network Intrusion Detection System using Imbalance Reduction Techniques

Final Year Project
Mentor -- Prof. Vaibhav Dhore

Team members

• Shivani Pawar - sdpawar_b18@ce.vjti.ac.in - 181071046
• Mounil Shah - mkshah_b18@ce.vjti.ac.in - 181070058
• Mona Gandhi - mbgandhi_b18@ce.vjti.ac.in - 181071021
• Ketaki Urankar - kaurankar_b18@ce.vjti.ac.in - 181071069

How to run the code

1. Download preprocessed data for CSE-CIC-IDS-2018 and NSL-KDD
2. Put the data in a folder named 'data'
3. Check the TODOs in main.py and do the appropriate changes
4. Run main.py with the following command: python main.py
5. The results will be stored in 'results/nslkdd' and 'results/2018' folders

Documentations

Our presentation is available here.
The detailed report can be downloaded here.