Phishing-detection-ML

Chongluadao

[name] is a part of Project ChongLuaDao by using Model Deep Learning to detect the Phishing Website
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Table of Contents

1. About The Project
   • Built With
2. Getting Started
   • Prerequisites
   • Installation
3. Interface
4. Model Deep Learning
5. License
6. On Going Research
7. Dataset
8. References
9. Contributor

About The Project

Built With

• Python 3.7.x | 3.8.x

Prerequisites

• python

  pip install -r requirement.txt

Installation

Interface

• HomePage : /

• Dashboard : /dashboard

Model Deep Learning

License

Distributed under the MIT License. See LICENSE for more information.

Research (On going)

• https://www.academia.edu/10918579/A_WEB_CONTENT_ANALYTICS_ARCHITECTURE_FOR_MALICIOUS_JAVASCRIPT_DETECTION
• https://www.sciencedirect.com/science/article/pii/S1568494619305022
• https://www.just.edu.jo/~munzer/MyPubs/MALURLs_ITA2011.pdf
• https://www.researchgate.net/publication/228906286_Visual-Similarity-Based_Phishing_Detection
• https://www.mdpi.com/2073-8994/12/10/1681/pdf

Source for collecting data

Blacklist

• https://phishingreel.io/api/v1/panels/today
• https://api.chongluadao.vn/v1/blacklist
• http://data.phishtank.com/data/online-valid.csv (update every hour)
• https://raw.githubusercontent.com/mitchellkrogza/Phishing.Database/master/phishing-links/output/domains/ACTIVE/list (update every day)

Whitelist

• https://api.chongluadao.vn/v1/whitelist
• https://www.alexa.com/topsites/countries/VN
• https://webrank.vn/top-website-vietnam
• https://majestic.com/reports/majestic-million
• https://github.com/csirtgadgets/suspect-domains-dataset/blob/master/whitelist.txt

References

• http://docnum.univ-lorraine.fr/public/DDOC_T_2015_0058_MARCHAL.pdf
• https://research.aalto.fi/en/datasets/phishstorm-phishing-legitimate-url-dataset
• https://www.sciencedirect.com/science/article/pii/S1877050920310966
• https://www.atlantis-press.com/proceedings/iccsee-13/4487
• https://repository.asu.edu/attachments/189603/content/Namasivayam_asu_0010N_17146.pdf

Contributors ✨

Thanks goes to these wonderful people

Le Duy Son	Cao Hoang Tung	Nguyen Ngoc Anh	Vo Chi Dat	Nguyen Viet Dung	Dinh Quang Minh	Duong Dang Hung