AI Resume Builder

A powerful AI-powered resume builder that generates professional resumes from job experience data, with advanced ATS optimization and career path analysis capabilities.

Features

Core Resume Generation

• Transform job experience into professional resumes using state-of-the-art transformer models
• Support for multiple output formats (text, HTML, Markdown)
• Structured data parsing and formatting
• GPU acceleration support for faster generation

ATS Optimization

• Keyword analysis and matching with job descriptions
• Format compatibility checking
• Content effectiveness scoring
• Action verb enhancement
• Quantifiable achievements detection
• ATS-friendly formatting recommendations

Career Path Analysis

• Recommended roles based on skills and experience
• Skills gap analysis for target positions
• Salary projections for different career paths
• Industry transition opportunities
• Growth path recommendations

Installation

1. Clone the repository:

git clone https://github.com/yourusername/resume-builder.git
cd resume-builder

2. Create a virtual environment:

python -m venv venv
source venv/bin/activate  # On Windows: venv\Scripts\activate

3. Install dependencies:

pip install -r requirements.txt

Usage

Training the Model

python scripts/resume_builder.py --mode train --model_path models/resume_builder

Generating a Resume

python scripts/resume_builder.py --mode generate --model_path models/resume_builder --job_experience path/to/experience.json --output_file path/to/resume.json

Job Experience JSON Format

{
    "work_experience": [
        {
            "title": "Software Engineer",
            "company": "Tech Corp",
            "start_date": "2020-01",
            "end_date": "2023-12",
            "description": "Led development of ML-powered features..."
        }
    ],
    "education": [
        {
            "degree": "BS Computer Science",
            "institution": "University of Technology",
            "start_date": "2016-09",
            "end_date": "2020-05"
        }
    ],
    "skills": ["Python", "PyTorch", "Machine Learning"]
}

Model Architecture

The resume builder uses a T5-based transformer model for sequence-to-sequence generation, with the following enhancements:

• Advanced text generation parameters for better quality
• Context-aware personalization
• ATS optimization through keyword analysis
• Career path analysis using industry data

Project Structure

resume-builder/
├── app/
│   └── models/
│       └── ml/
│           └── prediction/
│               └── resume_builder.py
├── scripts/
│   └── resume_builder.py
├── data/
│   ├── salary_projections.json
│   └── industry_transitions.json
├── models/
│   └── resume_builder/
├── requirements.txt
└── README.md

Contributing

1. Fork the repository
2. Create a feature branch
3. Commit your changes
4. Push to the branch
5. Create a Pull Request

License

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

Acknowledgments

• Hugging Face Transformers
• Resume Dataset
• T5 Model
• spaCy for NLP capabilities