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Predicting Customer Repurchases at Instacart

To begin, extract the Instacart Online Grocery Shopping Dataset in the data directory, then follow the notebooks linked in the project outline below.

Project Outline

Dataset schema

  1. Creating prior, train and all_products datasets
  2. Creating features for training set based on prior ordering data
  3. Classification model development and evaluation

Description of directory contents

  • data: project data (raw data files must be downloaded from Instacart as per Terms of Service)
  • docs: project documentation
  • image: project images and figures
  • notebooks: Jupyter notebooks containing project code
  • slides: project presentations
  • src: custom Python3 scripts

References

  1. “The Instacart Online Grocery Shopping Dataset 2017”, Accessed from https://www.instacart.com/datasets/grocery-shopping-2017 on 24th June 2019.

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