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customer-churn-analysis

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An end-to-end machine learning project predicting bank customer churn with a Gradient Boosting Classifier. It features a complete pipeline for data processing, model training, and real-time predictions via a Flask API. SMOTE is used for handling imbalanced data, and MLflow is integrated for model tracking.

  • Updated Oct 18, 2024
  • Jupyter Notebook

Led exploratory data analysis for a wireless mobile network company using Python, Pandas, Numpy and data visualization - Matplotlib, Seaborn, uncovering key drivers of customer churn and implementing strategies that improved retention and boosted customer lifetime value.

  • Updated Oct 2, 2024
  • Jupyter Notebook

This project aims to predict bank customer churn using a dataset derived from the Bank Customer Churn Prediction dataset available on Kaggle. The dataset for this competition has been generated from a deep learning model trained on the original dataset, with feature distributions being similar but not identical to the original data.

  • Updated Aug 6, 2024
  • Jupyter Notebook

This repository contains the source code and resources for a machine learning web application that predicts customer churn for a telecommunications company. The project leverages historical customer data to build predictive models, enabling the identification of customers who are likely to discontinue their service.

  • Updated Jul 29, 2024
  • Jupyter Notebook

The core purpose of this study is to find the impact of Sentiment Analysis in predicting customer churn for the e-commerce industry by employing different predictive models. Furthermore, the study is also focused on observing which model is best in a more accurate prediction for determining the churn rate of customers.

  • Updated Jul 24, 2024
  • Jupyter Notebook

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