~/talk

tidymodels for time-to-event data

Talkat posit::conf(2024) · 2024-08-12..08-14· [machine-learning]
slides:none on file

Demonstrates adding native time-to-event support to tidymodels by converting churn data to a Surv object, fitting proportional hazards or parametric/tree engines via parsnip, and wiring recipes + workflows + tune for resampling. Predicts both numeric survival time (median from the 50% threshold) and monthly probability of survival over 24 months per customer, keeps censored records instead of dropping them, and returns tibbles of per-person curves ready for plotting or threshold-based actions.

AI-written summary · about

  1. 0:00Intro
  2. 2:56How long will a customer stay
  3. 5:32Who will stop being a customer
  4. 10:06Code
  5. 16:50Questions
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