UppuluriKalyani / ML-Nexus

ML Nexus is an open-source collection of machine learning projects, covering topics like neural networks, computer vision, and NLP. Whether you're a beginner or expert, contribute, collaborate, and grow together in the world of AI. Join us to shape the future of machine learning!
https://ml-nexus.vercel.app/
MIT License
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Network Security Prediction Models #850

Closed Varunshiyam closed 1 week ago

Varunshiyam commented 1 week ago

Related Issues or bug

With the constantly evolving landscape of cyber threats, maintaining security in web and mobile applications is challenging. Attack patterns continuously change, making it essential to develop adaptable and intelligent security systems. This project aims to create a machine learning model that can assess whether incoming network requests are safe or malicious. By identifying malicious requests, this model assists in blocking threats, protecting applications from runtime attacks such as those listed in the OWASP Top 10.

Fixes: #847

Proposed Changes

This project focuses on the development of a machine learning model aimed at enhancing cybersecurity by detecting potentially malicious requests in network traffic. Using a dataset containing information about requests and their classifications as safe or unsafe, the model leverages natural language processing (NLP) techniques on payload data to differentiate between benign and malicious inputs effectively. The task involves training, testing, and evaluating various models to achieve a high degree of accuracy in flagging requests that may represent security threats.

vercel[bot] commented 1 week ago

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github-actions[bot] commented 1 week ago

πŸ‘‹ Thank you for opening this pull request! We appreciate your contribution to improving this project. Your PR is under review, and we'll get back to you shortly. Don't forget to mention the issue you solved!

github-actions[bot] commented 1 week ago

πŸŽ‰πŸŽ‰ Thank you for your contribution! Your PR #850 has been merged! πŸŽ‰πŸŽ‰