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crm-project's Introduction

CRM Project

Context

Business Problem

For efficiency purposes, Betsson is trying to predict which customers are going to call the Customer Service, based on their past behaviour.

Analytical Problem

For a given day, predict whether a customer will call the Customer Service in the following 14 days.

Repository Structure

The main notebooks are numbered in the folder "notebooks":

  • 0-eda.ipynb
  • 1-feature-selection.ipynb
  • 2-predictive-modeling.ipynb
  • pycaret.ipynb

The predictions for the test set can be found at predictions/test_predictions.csv.

Additional Resources

Additionally, I've created a web app and an API to consume the model. I used Streamlit and FastAPI, respectively.

Links:

GitHub Repositories:

Docker images:

Note: I'm using the free resources from Render. Downtime might occur (there's limited memory usage as well).

crm-project's People

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