CybersecurityStarter

Phishing website detection

Full vs URL-only models: how much page and domain signals are worth, and spotting data-quality issues.

₹1,499 one-time

Secure checkout by Dodo Payments (UPI, cards). Your personalised download link is e-mailed within 24 hours. One purchase covers one project team of up to 4 students. See terms and refunds.

Our honest results

Accuracy - full model (2,211 sites)	0.976
False alarms - full model	1.5%
Accuracy - URL text only	0.743

What's included

Readable source codeSmall, commented modules you can explain line by line in your viva.
Demo appA local web app to show your examiners - runs offline on your laptop.
Trained model + reference resultsSo you can compare your own runs fairly.
Learning guide with viva Q&ABackground, design choices explained, limitations and extension ideas.
One-click setup & testsWindows setup script and tests that prove it works on your PC.
Dataset download scriptFetches the public data from its original source, with the citation.

Dataset credit

Mohammad, R. & McCluskey, L. (2012). Phishing Websites [Dataset]. UCI Machine Learning Repository. https://doi.org/10.24432/C51W2X - Creative Commons Attribution 4.0 International

Academic integrity

We sell code and teaching, not finished projects. You must understand, extend and write up the work yourself, acknowledge the kit and cite the dataset. No ready-made reports.

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