recipes-patterns

Name: recipes-patterns
Rating: 5 (4 reviews)
Author: choxos

Feature engineering patterns with recipes, including imputation, encoding, normalization, interactions, and leakage control.

4stars

Updated 15 days ago

View on GitHub ↗License: MIT

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Recipes Feature Engineering Patterns

Overview

Comprehensive patterns for feature engineering using the recipes package. Covers preprocessing steps for numeric, categorical, and text data while preventing information leakage.

Recipe Fundamentals

Basic Recipe Structure

library(recipes)

# Initialize recipe with formula
rec <- recipe(outcome ~ ., data = training_data)

# Or with explicit roles
rec <- recipe(training_data) |>
  update_role(outcome, new_role = "outcome") |>
  up

[Description truncada. Veja o README completo no GitHub.]

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