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Resume ↔ Job Description Matching Engine

A semantic matching engine that scores resumes against JDs with an explainable skill graph and bias-audit reports.

TransformersFAISSFastAPINLP
Abstract teal and mint cover illustration for the Resume to Job Description Matching project, showing paired skill-graph clusters connected by soft mint filaments.

Highlights

  • Skill-graph normalization across synonyms, vendors, and seniority.
  • Explainable score breakdown per skill cluster and experience band.
  • Bias auditing across gender, age-proxy, and geography signals.

Outcomes

  • Doubled qualified-candidate shortlists per recruiter hour.
  • Reduced adverse-impact ratio to within regulatory thresholds.

Stack

  • Transformers
  • FAISS
  • FastAPI
  • PostgreSQL
  • Redis