🔐 LinkDefender AI — Detect. Explain. Educate.
LinkDefender AI is an AI-driven cybersecurity solution built to identify and explain social-engineered phishing attempts on LinkedIn and professional networks.
With the rise of fake recruiter messages, cloned company profiles, and malicious job posts, traditional spam filters fail to detect these context-based attacks.
Our system integrates Natural Language Processing (BERT fine-tuned), Anomaly Detection, and Explainable AI (SHAP/LIME) to:
Flag suspicious messages and fake job posts in real time.
Highlight why a message is risky using interpretable explanations.
Educate users on common red-flag patterns and social-engineering cues.
🧩 Key Features:
Explainable AI: Understand the decision behind every detection.
Dataset-driven Training: Uses curated phishing data (linkedin_phish_1000.csv, fake_job_postings.csv, and verified_online.csv).
Ethical & Transparent: GDPR-compliant preprocessing and anonymized data usage.
Modular Architecture: NLP pipeline → Feature extraction → Model scoring → Explainability layer.
💡 Goal: Empower professionals to recognize, report, and resist trust-based phishing attacks — turning awareness into the first line of defense