GenAI CV - Job Description Matcher/Ranker is an application that uses Generative AI to evaluate and rank candidates based on how well their CVs match a given job description. This tool helps recruiters and hiring managers streamline the candidate selection process by providing a quantitative match score and a brief explanation for each candidate.
Link to the application: https://genai-cv-job-disc-ranker.streamlit.app/
- Upload CVs: Users can upload multiple CVs in PDF format.
- Enter Job Description: Users provide a job description that outlines the requirements and qualifications for the position.
- Processing: The application processes the CVs, converts the content into vectors using Hugging Face embeddings, and uses a language model to evaluate the match between the job description and each CV.
- Ranking: The candidates are ranked based on the matching score, and a brief explanation is provided for each score.
- Python: The core programming language used for the application.
- Streamlit: For building the web interface.
- LangChain: For managing the language model and text processing.
- Hugging Face Embeddings: For converting CV content into vectors.
- PyPDFLoader: For loading and processing PDF documents.
This application can significantly improve the efficiency and effectiveness of the recruitment process by:
- Reducing the time and effort required to screen and evaluate candidates.
- Providing a standardized and objective way to assess candidate suitability.
- Enhancing the accuracy of candidate selection by leveraging advanced AI techniques.
- Enabling recruiters to focus on the most promising candidates, thereby improving the overall quality of hires.