saadtoorx/resume-scanner-using-keyword-extraction

📄 Resume Scanner using Keyword Extraction

Scan PDF resumes and automatically match them to a job description using TF-IDF and cosine similarity. This project helps recruiters and developers identify the most relevant candidates from multiple resumes — directly in your browser.

🧠 About the Project

This app uses Natural Language Processing (NLP) techniques to compare uploaded resumes against a job description. The core idea is to extract and analyze keywords from both resumes and job descriptions using TF-IDF, then compute a similarity score to recommend the best-matching candidates.

🚀 Features

• —📤 Upload multiple resumes in PDF format
• —🧾 Automatically extract text from resumes
• —🧠 Convert text to keyword vectors using TF-IDF
• —📏 Match resumes to a custom job description using cosine similarity
• —📊 Display scores and filter top matches

🛠️ Tech Stack

• —Python 3.x
• —Streamlit
• —PyMuPDF (fitz)
• —scikit-learn
• —pandas

📁 Project Structure

Resume-Scanner-using-Keyword-Extraction/
├── app.py                # Streamlit web app
├── app.ipynb             # Jupyter Notebook
├── requirements.txt      # Python dependencies
├── README.md             # Project documentation
├── test_resumes          # Folder containing testing resumes (pdf)
    ├── ai_engineer_resume.pdf     # AI-Engineer Resume
    ├── archaeologist_resume.pdf   # Archaeologist Resume
    ├── gardner_resume.pdf         # Gardner Resume
├── images
    ├── output1.png       # AI-Engineer output
    ├── output2.png       # Archaeologist output
    ├── output3.png       # Gardner output

💻 How to Run

1. 1.Clone the Repository

git clone https://github.com/saadtoorx/Resume-Scanner-using-Keyword-Extraction.git
cd Resume-Scanner-using-Keyword-Extraction

1. 1.Install Dependencies

pip install -r requirements.txt

1. 1.Launch the App

streamlit run app.py

1. 1.Usage

• —Upload one or more resumes in PDF format
• —Paste a job description in the text box
• —Click “Match Resumes” to see similarity scores

📌 Example Use Case

Upload 5 resumes Paste: “Looking for a Python developer with ML, SQL, and data analysis skills” → Get ranked similarity scores and best-matching resumes

🧾 License

This project is licensed under the MIT License

👤 Author

Created by @saadtoorx If you like it, ⭐ star the repo and share with others!