Resume Screening Tool

Project Overview

The Resume Screening Tool is an innovative AI-powered platform designed to revolutionize the recruitment process by bridging the gap between students and recruiters through intelligent resume analysis and job matching.

Key Features

For Students

• 🔍 Detailed Resume Analysis
• 💡 Personalized Improvement Suggestions
• 🤖 Interactive AI Chatbot Support
• 🎯 Job Recommendation System
• 🔗 LinkedIn Job Scraper

For Recruiters

• 📊 Advanced Resume Ranking
• 🧠 Semantic Matching Algorithms
• 📈 Comprehensive Candidate Insights
• 📝 Exportable Candidate Reports

Technology Stack

• Python
• Streamlit
• Hugging Face Embeddings
• Gemini Pro RAG
• Mixtral Groq Chat
• Natural Language Processing (NLP)
• Machine Learning Algorithms

Prerequisites

• Python 3.8+
• API Keys:
  • Google AI Studio API Key (for Gemini)
  • Groq API Key

Setup and Installation

1. Clone the Repository

git clone https://github.com/your-username/resume-screening-tool.git
cd resume-screening-tool

2. In the Frontend Folder

Update .env in the frontend directory:

GOOGLE_API_KEY=your_google_api_key_here
GROQ_API_KEY=your_groq_api_key_here

In the Backend Folder

Update .env in the backend directory:

GOOGLE_API_KEY=your_google_api_key_here
GROQ_API_KEY=your_groq_api_key_here

3. Install Dependencies

# Create a virtual environment (optional but recommended)
python -m venv venv
source venv/bin/activate  # On Windows use `venv\Scripts\activate`

# Install required dependencies
pip install -r requirements.txt

4. Obtain API Keys

• Google AI Studio API Key:

  1. Visit https://makersuite.google.com/app/apikey
  2. Create a new API key
  3. Copy the key and paste it in both .env files

• Groq API Key:

  1. Visit https://console.groq.com/keys
  2. Create a new API key
  3. Copy the key and paste it in both .env files

5. Run the Application

python -m streamlit run app.py

Key Capabilities

Resume Parsing and Analysis

• Extracts key information from resumes
• Evaluates ATS (Applicant Tracking System) compatibility
• Provides detailed compatibility breakdown

Intelligent Matching

• Semantic matching between resumes and job descriptions
• Keyword analysis
• Format compatibility check
• Requirements coverage assessment

Career Support

• Interactive chatbot for resume guidance
• Personalized job recommendations
• Visualization of career path opportunities