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A predictive model that leverages classification models such as Random Forest and Naive Bayes to predict customer churn

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r machine-learning-algorithms classification randomforest naivebayes predictive-modeling predictive-analytics

customeranalytics-predicting-customer-churn's Introduction

Predicting Customer Churn in a Telco Company

A mini project that utilizes machine learning algorithms to predict customer churn for a telco company, leveraging on classification models such as Random Forest and Naive Bayes.

Data Attributes

7043 observations of 21 variables

1.CustomerID 2.Gender 3.SeniorCitizen 4.Partner 5.Dependents 6.Tenure 7.PhoneService 8.MultipleLines 9.InternetService 10.OnlineSecurity 11.OnlineBackup 12.DeviceProtection 13.TechSupport 14.StreamingTV 15.StreamingMovies 16.Contract 17.PaperlessBilling 18.PaymentMethod 19.MonthlyCharges 20.TotalCharges 21.Churn

Citation: https://www.ibm.com/communities/analytics/watson-analytics-blog/guide-to-sample-datasets/

customeranalytics-predicting-customer-churn's People

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