Phase 5 · Machine Learning Fundamentals

Projects

Customer Churn Classifier

Part of the AI Engineer Roadmap.

Summary

A binary classification project: predict whether a customer will churn — a business-relevant task that forces you to handle imbalanced classes and communicate results.

How to Learn This

  • 1Use a real churn dataset and handle class imbalance explicitly.
  • 2Report precision/recall trade-offs, not just accuracy, since churn is usually imbalanced.
  • 3Translate model output into a business recommendation (e.g. who to target for retention).

More projects in Machine Learning Fundamentals

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