Web Application

For ease of use, we developed a simple FullStack application (a Flask-based API as a BackEnd and jQuery FrontEnd) to analyze job descriptions and predict relevant occupations, skills, and qualifications using the entity-linking model.

Usage

First, activate the virtual environment as explained here. Then, run the following command in python in the root directory:

Running the API

Run the Flask application:

python app/server/matching.py

Or set the Flask application environment variable and use the Flask command:

export FLASK_APP=app/server/matching.py
flask run --host=0.0.0.0 --port=5001

Example Usage

1. Open the browser and navigate to http://127.0.0.1:5001/.

2. Paste a job description into the provided text area.

3. Click the "Analyze Job" button to send the job description to the /match endpoint.

4. View the results under "Predicted Occupations," "Predicted Skills," and "Predicted Qualifications."

This app is just for demonstration purposes. If you wish to deploy this model, use a more reliable/secure strategy.