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job-scam-detection

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Explainable ML/NLP system that detects fraudulent job postings. Trains and compares 6 models (Logistic Regression, Naive Bayes, Decision Tree, Random Forest, XGBoost) on the EMSCAD dataset, explains predictions with SHAP, and serves them through a FastAPI backend + React dashboard with model comparison and prediction history.

  • Updated Sep 5, 2026
  • Python

An adaptive multisignal job fraud detection system that detects fake job and internship scams by analyzing message text using 11 fraud signals, semantic embeddings, and a self-organizing scam cluster database. It returns a 0–100 risk score with plain-English explanations, and a Chrome extension brings detection directly into browser.

  • Updated Mar 1, 2026
  • JavaScript

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