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Binary Classification Recipes

Predict a yes/no outcome per customer — will they churn, refinance, or exceed a spend threshold?

Common use cases

  • Churn — will the customer stop purchasing?
  • Conversion — will a visitor make their first purchase?
  • Fraud — is this transaction fraudulent?
  • Renewal — will the subscriber renew?
  • High-value propensity — will spend exceed a threshold?

Ready-to-run solutions

Recipe Industry Description
Customer Churn Prediction Retail Predict customer attrition within a time window
Mortgage Refinancing Finance Predict likelihood of refinancing application
High-Spending Shoppers Retail Predict if customer exceeds spend threshold in specific categories

See also: Practical guide

For the full training script, API reference, and default metrics, see the Binary Classifier implementation guide.