AI-Powered Resume Job Matcher

📌 Project Description:

A web app that matches resumes with job descriptions using NLP. Users upload their resume and a job description, and the AI analyzes skills, experience, and keywords to provide a match score along with suggestions to improve the resume.

🔹 Key Phases of the Project:

✔ User Authentication & Dashboard
🔹 Secure JWT-based authentication (Users can store and track resume matches).
🔹 Simple UI to upload resumes & job descriptions.

✔ Resume Parsing & Feature Extraction
🔹 Extract skills, experience, and education using spaCy / Named Entity Recognition (NER).
🔹 Convert resumes & job descriptions into embeddings using TF-IDF / Word2Vec / BERT.

✔ Job Matching Algorithm
🔹 Compare resume skills with job requirements using Cosine Similarity / BERT embeddings.
🔹 Generate a match score (0-100%) and highlight missing skills.

✔ Improvement Suggestions
🔹 Provide recommendations to improve the resume (e.g., missing skills, better formatting).
🔹 Use LLMs (GPT-4 / T5) to rephrase sections for better impact.

✔ Database & Performance Optimization
🔹 Store user resumes & job descriptions in MongoDB / PostgreSQL.
🔹 Implement Redis caching for frequently matched job descriptions.

✔ Deployment & Security
🔹 Deploy using AWS / Render / Railway.
🔹 Ensure CORS security, authentication, and file validation.

📂 Project Deliverables:

✅ 📊 Professional PPT – Covers NLP techniques & job-matching algorithms.
✅ 📁 Source Code – Full-stack implementation using FastAPI + React.js

💰 Project Price: ₹6,000/-

A smart AI tool to help job seekers get the right opportunities! 🚀📄