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Modeling Hotel Bookings in R Using Tidymodels and Recipes

Julia Silge via YouTube

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Overview

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This course demonstrates predictive modeling in R with tidymodels and recipes using hotel-booking data. It covers preprocessing and feature engineering, model validation, resampling, confusion matrices, and test-set evaluation.

Syllabus

Introduction
Data
Exploratory plots
Scales package
Checking in with children
Car parking spaces
Pairs plot
Data types
Recipe
Prep
Juice Recipe
Model Setup
Decision Tree
Validation Splits
FitResamples
Collect metrics
Tree result
Group by model
Autoplot
Confusion Matrix

Taught by

Julia Silge

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