purchase-predictions

Predicting purchases from clickstream data and wrapped in Kedro package

Overview

Can we build an accurate machine learning model to predict purchases using clickstream data?

Analysis

• Please see ./purchase-predictions/model/notebooks/main.ipynb
• Steps to interact with notebook:
  • git clone https://github.com/jacobweiss2305/purchase-predictions.git
  • cd purchase-predictions
  • python -m venv venv
    • (see provision for virtualenv installation)
  • pip install -r requirements.txt
  • source venv/bin/activate
  • To spin up Jupyter lab you must use kedro:

    cd ./purchase-predictions/model/
    
    kedro jupyter lab
    

Provision

• I recommend using pyenv for python version control. We are running 3.8.9. Please see provision for details (model/docs/provision.md).