Final Project 6893 Personalized Job Posting Recommendation System

This repository contains the final project for the course EECS 6893.

Repository Structure

final_project_6893/
├── airflow-dag/
│   └── [DAG files for orchestrating workflows using Apache Airflow]
├── app/
│   └── [Source code for the application interface]
├── data/
│   └── [datasets and saved models used for the project]
├── src/
│   └── [Core Python scripts for data processing and model building]

Key Features

• Data Workflow Orchestration
• Recommendation Engine: Implements a machine learning-based recommendation system.

Prerequisites

• Python 3.8+
• Required Python libraries (listed in requirements.txt)
• openai API key: get it from https://platform.openai.com/

Installation

1. Clone the repository:

   git clone https://github.com/binruiyang/final_project_6893.git
   cd final_project_6893

2. Install dependencies:

   pip install -r requirements.txt

3. unzip job_data.csv

4. Optional Set up Apache Airflow:

   • Follow Apache Airflow's official guide to install and configure Airflow.

Usage

To run the application: streamlit run app/app.py

Video Link:

https://www.youtube.com/watch?v=5IKAlHggN8g

Authors

• Binrui Yang
• Jiaqi Liu
• Tianyi Chen