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TalentSync

TalentSync is an intelligent job matching platform that uses advanced AI to create personalized professional profiles and match candidates with the most suitable job opportunities.

Features

Profile Management

  • Profile Creation: AI-powered system that creates detailed professional profiles from CVs and cover letters
  • Profile Editing: Interactive feedback loop allowing users to refine and customize their profiles
  • Smart Profile Storage: Secure database storage of user profiles with easy access and updates

Job Matching

  • Intelligent Matching: Uses OpenAI embeddings for semantic similarity search to find relevant job opportunities
  • Detailed Evaluation: In-depth analysis of job fit using GPT-4, considering:
    • Core expertise alignment
    • Career trajectory
    • Technical skills match
    • Cultural fit
    • Growth potential
  • Comprehensive Scoring: Each job match includes:
    • Numerical fit score
    • Detailed evaluation explanation
    • Job details and company information

Technical Stack

Backend

  • Django framework for robust API and database management
  • LangGraph for orchestrating AI workflows
  • OpenAI's GPT-4 for intelligent profile creation and job matching
  • ChromaDB for efficient similarity search
  • Custom state management for complex AI interactions

Data Models

  • Custom User model for authentication and profile linking
  • Professional Profile model storing detailed user information
  • Job model for storing and managing job listings
  • Evaluation models for storing match results

Future Enhancements

  • React frontend for user interaction
  • Enhanced job search parameters
  • User feedback integration for improved matching
  • Additional profile customization options
  • Integration with more job platforms
  • Real-time job alerts and notifications

License

This project is licensed under the MIT License - see the LICENSE file for details.

About

TalentSync is an intelligent job matching platform that uses advanced AI to create personalized professional profiles and match candidates with the most suitable job opportunities.

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