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PROJECT DETAIL

Phishing-risk Detection and Explainable Alert System

Classify suspicious URLs/messages and explain which features contributed to a warning.

Project profile

DomainCSE / IT

SpecializationCybersecurity

TechnologyPython · NLP · FastAPI · Browser extension

Career directionCybersecurity

Build plan

✓ Collect permitted benchmark datasets

✓ Implement URL heuristic baseline

✓ Train/evaluate text classifier

✓ Expose model through API

✓ Build warning UI

✓ Measure precision/recall and document failure cases

Documentation

• Threat-model template

• Dataset provenance sheet

• Model evaluation table

• API documentation outline

• Test scenarios

• Final report structure

• PPT outline

• Viva prompts

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