AI

Intelligent Resume Matcher

An NLP-assisted tool that compares resumes with job descriptions and highlights skill gaps for early-career candidates.

CompletedAIMLData Science
Screenshot placeholder: resume-score-dashboard
Screenshot placeholder: skill-gap-view

Overview

This project explores how natural language processing can support job seekers without replacing their own judgment. The application scores alignment between a resume and a job description, then shows missing keywords, overlapping strengths, and concise improvement suggestions.

Approach

The first version uses TF-IDF features, cosine similarity, and a curated skill dictionary. A future version can add embeddings and role-specific weighting.

What I learned

The most important design decision was making the explanation more useful than the score. Recruiters and candidates need clear signals, not mysterious percentages.