An AI-powered job portal that matches resumes with job descriptions using machine learning (TF-IDF & cosine similarity). Built using Node.js, PostgreSQL, and Python
An AI-powered Job Portal that intelligently matches candidate resumes with job descriptions using Machine Learning (TF-IDF & Cosine Similarity). Built as a full-stack application without using any external APIs.
HireSense AI is a smart job portal designed to improve the hiring process by analyzing resumes and comparing them with job descriptions. Instead of simple keyword matching, it uses text similarity algorithms to generate a match score (%), helping candidates and recruiters make better decisions.
- Register & Login
- Upload Resume (PDF / TXT)
- View Job Listings
- View Match Score for each job
- Apply to Jobs
- Register & Login
- Post Job Listings
- View Applicants
- See Candidates Ranked by Match Score
- Extracts text from resume
- Converts text using TF-IDF (scikit-learn)
- Computes similarity using cosine similarity
- Generates Match Score (%)
- HTML
- CSS
- Bootstrap
- JavaScript
- Node.js
- Express.js
- PostgreSQL
- Python
- NumPy
- Pandas
- scikit-learn