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kevin-wisepipe's Projects

churn icon churn

XGBoost and GradientBoostingClassifier for churn prediction

churn-prediction icon churn-prediction

The goal of this project was to solve the problem of a telecom operator losing customers to its competitor. A predictive model was built with classification algorithms to predict the likelihood of churn (leaving a service) of a mobile telephone user. Random Forest classifier, XGBoost & Decision Tree algorithms were used for training & testing the model while feature engineering was extensively carried out to fine-tune and improve the accuracy of the model. More work was done in cleaning the data – handling missing values and inconsistency in the data. This project was submitted in a Kaggle Competition.

pyaf icon pyaf

PyAF is an Open Source Python library for Automatic Time Series Forecasting built on top of popular pydata modules.

telco-analytics-ibm icon telco-analytics-ibm

Analysis of a dataset to understand what are the most important drivers for customer churn and what recommendations can be given to reduce customer churn in the future as part of several challenges.

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