(TIỂU LUẬN) implement IDS system integrating machine learning for hai dang travel company

CAPSTONE PROJECT Implement IDS system integrating machine learning for Hai Dang Travel company C2NE.02 OUR TEAM Mentor Assoc Prof Nhu, Nguyen Gia Leader Vu, Duong The TABLE OF CONTENTS 02 PROJECT OBJECTIVES 01 Introduction INTRODUCTION The increase in numbers and types of networked devices inevitably leads to a wider surface of attack whereas the impact of successful attacks is becoming increasingly severe as more critical responsibilities are assumed be these devices HAI DANG TRAVEL COMPANY Service s HAI DANG TRAVEL COMPANY Tour in country Customer satisfaction is our success Visa !!! PROBLEM Upgrade your network, warn and prevent attacks THEM They n network a can rece a Intrusion Detection System Operation How Machine Learning Model Works ? Machine Learning Model Operation 04 DATA PROCESSING 19 DATA PROCESSING CSE-CIC-IDS2018 dataset provided by the Canadian Institute for Cybersecurity Ten days of operation inside a controlled network environment on AWS Datasets Realistic background traffic and different attack scenarios were conducted The dataset contains both benign network traffic as well as captures of the most common network attacks 20 DATA PROCESSING Datasets Overview 21 Number of flow per attack type 22 DATA PROCESSING Datasets Problems 23 Data cleaning and features engineering Remove duplicate header Replace infinity value to mean Drop all null and negative value Remove strong correlation features 24 Remove strong correlation features Before After 25 Machine Learning Gradient Boosting 26 Machine Learning Gradient Boosting 27 down_up_ratio 0.71428571 1.11666666 active_mean flow_pkts_s flow_duration 1396.084766 8821.249008 2415745.579 1.98322469 64048571.59 label Maliciou s Benign Build Decision Tree from data 28 EXAMPLE GRADIENT BOOSTING 29 EXAMPLE GRADIENT BOOSTING 30 PRODUCT DEMO 31 CONCLUSION In this project, we tried our best and finished it However, there are still some issues that need to be improved in the latest updates In addition, our project has received a lot of positive contributions from international friends through GitHub 32 ... severe as more critical responsibilities are assumed be these devices HAI DANG TRAVEL COMPANY Service s HAI DANG TRAVEL COMPANY Tour in country Customer satisfaction is our success Visa !!! PROBLEM... Detection System Operation How IDS work ? Intrusion Detection System Operation17 Intrusion Detection System Operation How Machine Learning Model Works ? Machine Learning Model Operation 04 DATA... DIAGRAM 14 Company local network diagram Hai Dang Travel Network diagram 15 An overview of Logical Network Diagram Network diagram with the appearance of IDS 16 Intrusion Detection System Operation