Final thoughts

Marketing Analytics: Predicting Customer Churn in Python

Mark Peterson

Director of Data Science, Infoblox

  • Defined customer churn
  • Exploratory data analysis

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Marketing Analytics: Predicting Customer Churn in Python
  • Drop unnecessary features

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  • Feature scaling
Marketing Analytics: Predicting Customer Churn in Python
  • Making predictions
  • Training and testing sets

ROC curve part 8

Marketing Analytics: Predicting Customer Churn in Python

Marketing Analytics: Predicting Customer Churn in Python

feature_importance

Marketing Analytics: Predicting Customer Churn in Python

Churn Workflow

Marketing Analytics: Predicting Customer Churn in Python

Recommended next steps

  • Exploratory Data Analysis in Python
  • Designing Machine Learning Workflows in Python
Marketing Analytics: Predicting Customer Churn in Python

Additional resources

  • Kaggle competitions
  • Coursera advanced business analytics specialization
Marketing Analytics: Predicting Customer Churn in Python

Great Work!

Marketing Analytics: Predicting Customer Churn in Python

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