tidymodels Courses and Certifications

Modeling with tidymodels in R

182 ratings at DataCamp

Tidymodels is a powerful suite of R packages designed to streamline machine learning workflows.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Coursera

Tidymodels in R: Building tidy machine learning models

Build a tidymodels pipeline in R: preprocess clinical data, then train and evaluate machine learning models that predict hospital readmissions.

• Coursera
• 2 hours 54 minutes
• Self-Paced
• Paid Course

Julia Silge

Predict Housing Prices in Austin TX with Tidymodels and XGBoost

Use text from Austin real-estate listings as engineered indicators in an XGBoost multiclass model of home-price ranges.

• YouTube
• 52 minutes
• Self-Paced
• Free Video

Julia Silge

Get Started With Tidymodels Using Vaccination Rate Data

Use R's tidymodels to compare logistic and Bayesian models of state-level MMR vaccination rates, estimating probabilities and uncertainty with confidence and credible intervals.

• YouTube
• 26 minutes
• Self-Paced
• Free Video

Julia Silge

Modeling Hotel Bookings in R Using Tidymodels and Recipes

Use R’s tidymodels recipes to preprocess hotel-booking data, engineer features, train predictive models, and evaluate whether stays included children.

• YouTube
• 52 minutes
• Self-Paced
• Free Video

Julia Silge

Predictive Modeling in R With Tidymodels and NFL Attendance

Build and evaluate linear regression and random forest models in R with tidymodels, using NFL attendance data to demonstrate exploratory analysis and resampling.

• YouTube
• 41 minutes
• Self-Paced
• Free Video

Julia Silge

Poisson Regression with Tidymodels for Package Vignette Counts

Fit a zero-inflated Poisson model in R with tidymodels to analyze package vignette counts using special formulas and bootstrap resampling.

• YouTube
• 31 minutes
• Self-Paced
• Free Video

Julia Silge

Predict Giant Pumpkin Weights With Tidymodels Workflowsets

Use tidymodels workflowsets to compare preprocessing and modeling combinations for predicting giant pumpkin weights.

• YouTube
• 37 minutes
• Self-Paced
• Free Video

Julia Silge

Use Tidymodels Workflowsets to Predict Human-Computer Interactions from Star Trek

Use tidymodels workflowsets to compare text feature engineering and classification models for distinguishing human from computer Star Trek dialogue.

• YouTube
• 32 minutes
• Self-Paced
• Free Video

Julia Silge

Create a Custom Metric with Tidymodels and NYC Airbnb Prices

Learn to build a custom RMSLE metric in tidymodels while combining structured predictors and Airbnb listing text to model New York City prices.

• YouTube
• 41 minutes
• Self-Paced
• Free Video

Julia Silge

Explore Changes in Art Over Time With Tidymodels

Use tidymodels to predict artwork creation years from artistic-media text, then examine regularization, feature importance, and residual diagnostics.

• YouTube
• 42 minutes
• Self-Paced
• Free Video

Julia Silge

Build a Predictive Text Model for Avatar: The Last Airbender with Tidymodels

Builds an R text-classification model that predicts who speaks Avatar: The Last Airbender dialogue and interprets text features with permutation importance.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

Julia Silge

Impute Missing Data for Historical Voyages of Captive Africans Using Tidymodels

A screencast on imputing missing data in historical records of captive Africans with tidymodels, revealing demographic change and Simpson’s paradox.

• YouTube
• 38 minutes
• Self-Paced
• Free Video

Julia Silge

Modeling GDPR Violations in R With Tidymodels

Use R's tidymodels ecosystem to preprocess GDPR violation data and model how different GDPR articles relate to the size of fines.

• YouTube
• 50 minutes
• Self-Paced
• Free Video

Julia Silge

Lasso Regression with Tidymodels and The Office

Implement and tune lasso regression in R with tidymodels to predict IMDb ratings for episodes of The Office.

• YouTube
• 45 minutes
• Self-Paced
• Free Video