tomaszkaleczyc / customer_order_prediction

Predicting placing an order in the next 30 days

Customer order prediction

Problem statement

The purpose of this project is to present first steps towards designing a system that allows a per customer prediction if the customer makes a purchase in the horizon of the next 30 days.

The project is split into the following phases:

1. EDA - initial analysis of data
2. FEATURE ENGINEERING - formulating the target and feature variables
3. MODELING - modeling the target variable and evaluating results

Project structure

├── data                                # Data used in the project
├── environment                         # Definition and contents of the project virtualenv
└── src                                 # Source files of the project
    └── utilities                       # Utility functions

Resources

• Dataset: customer order dataset
• Working environment pre-requisites: Ubuntu18.04 LTS / Python 3.6.9 / virtualenv
• Use the Makefile commands to create (create-env) and activate (activate-env-command) the project virtual environment