/job-recommendation-system

A lightweight demo app which recommends similar jobs. Combines unsupervised ML + IR.

Primary LanguageHTMLGNU General Public License v3.0GPL-3.0

job-recommendation-system

Get recommendations of similar jobs when job hunting.

The system uses unsupervised learning to generate the recommendations. More specifically, the pipeline includes:

  • Extensive data preprocessing pipeline (HTML/URL/stopwords removal, lowercasing, stemming)
  • Integer Encoding
  • TF-IDF text vectorization
  • SVD dimensionality reduction
  • Cosine similarity metric

Example

Test Automation Lead Example

Install

  • Before starting, ideally, it's recommended to switch to a virtual environment first via conda, using Python 3.8.
  • Install dependencies in your virtual environment via pip install -r requirements.txt

Run

  • To train or inference the model, run python run.py --dataset_path <DATASET_PATH> --mode <MODE>. The <MODE> parameter should be between train, dev, test.
  • To run the demo, run streamlit run demo.py.