The AI-powered Resume Screening System is an advanced Natural Language Processing (NLP) based application designed to automatically analyze and rank resumes based on their relevance to a given job description. This system eliminates manual screening, enhances efficiency, and ensures a fair, data-driven candidate evaluation process.
✅ Automated Resume Parsing – Extracts candidate information such as name, email, and skills using Named Entity Recognition (NER).
✅ Text Preprocessing – Cleans and normalizes resume content by removing stop words, lemmatizing, and handling special characters.
✅ Semantic Matching with BERT – Uses Sentence-BERT (SBERT) embeddings to measure the similarity between resumes and job descriptions.
✅ Resume Ranking – Assigns a similarity score to each resume and ranks them based on job fit.
✅ Scalability & Automation – Can process multiple resumes at once and integrate with HR software.
🔹 Programming Language – Python
🔹 Libraries & Frameworks – spaCy, pdfplumber, sentence-transformers, scikit-learn, NumPy, Flask (for API deployment)
🔹 Machine Learning Techniques – Named Entity Recognition (NER), TF-IDF, Cosine Similarity, Sentence-BERT
🔹 Deployment – Flask API, Streamlit UI, or Cloud-based services like AWS/GCP
- Extracts text from resumes (PDF format) using pdfplumber.
- Cleans and preprocesses text to remove noise and improve readability.
- Uses NLP models to identify key entities (Name, Email, Skills, Experience, etc.).
- Compares resume content with the job description using BERT embeddings.
- Computes a similarity score and ranks candidates based on relevance.
✅ HR & Recruitment Agencies – Automates resume shortlisting, reducing hiring time.
✅ Job Portals – Integrates into job platforms for personalized job recommendations.
✅ Corporate Hiring – Assists hiring managers in filtering high-quality candidates.
🚀 Fine-tuned BERT for better resume parsing
🚀 Support for multiple languages
🚀 Integration with LinkedIn API for live job recommendations
🚀 Building an interactive web app for real-time resume uploads
This AI-driven resume screening system transforms recruitment, ensuring efficient, unbiased, and accurate candidate selection! 🚀