Comments

1.“Damn Vulnerable Web Application (DVWA)” https://dvwa.co.uk/ 2.“Wireshark” https://www.wireshark.org/ 3.“XAMPP” https://www.apachefriends.org/ 4.“Python” https://www.python.org/ 5.Vscode was used as the IDE in this project: https://code.visualstudio.com/

Abstract

This paper presents a practical approach to training an AI model to detect injection attacks, focusing on the creation of a manufactured dataset via structured hands-on methods. By establishing a vulnerable web server using XAMPP and DVWA (Damn Vulnerable Web Application), the research aims to simulate various injection attacks and capture relevant network traffic data. The paper discusses the methodology of data collection, AI model development, and performance evaluation.

Document Type

Paper

Disciplines

Digital Communications and Networking | Other Computer Engineering

DOI

10.25776/htag-sg82

Publication Date

11-11-2024

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Training an AI to Detect Injection Attacks Using a Hands On Approach

This paper presents a practical approach to training an AI model to detect injection attacks, focusing on the creation of a manufactured dataset via structured hands-on methods. By establishing a vulnerable web server using XAMPP and DVWA (Damn Vulnerable Web Application), the research aims to simulate various injection attacks and capture relevant network traffic data. The paper discusses the methodology of data collection, AI model development, and performance evaluation.