Predict Which Customers A Call Center Should Contact

Predict which customers should a call-center call for greater assertiveness in a sale
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Readme

Predict which customers should a call-center call for greater assertiveness in a sale

Python 3 License

Describe Project

Job challenge for a Data Scientist at Keyrus.

Objectives

The objective is to predict which customers a call center should contact to close a sale.

Data Source

In this repository: raw

Algorithms

  • Linear Regression (baseline)
  • Linear Regression with Regularization
  • Polynomial Regression
  • Random Forest
  • Random Forest Regressor

Quickstart

  1. Data Analysis and Data Cleaning
  2. Data Exploration and Feature Engineering
  3. Modeling and Evaluation

Requirements

This project is tested with:

Requisite Version
Python 3.9.7
Pip 21.2.4

I recommend using Python venv.

Install Libraries

pip install --require-hashes -r requirements.txt


Creative Commons License

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Python
Machine Learning
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Data Science
Linear Regression
Random Forest
Data Engineering