tidymodels Courses and Certifications

Julia Silge

Impute Missing Data for Historical Voyages of Captive Africans Using Tidymodels

Learn to impute missing data in historical records of enslaved Africans' voyages using tidymodels, enhancing understanding of this crucial aspect of American history.

• YouTube
• 38 minutes
• On-Demand
• Free Online Course

Tidymodels in R: Building tidy machine learning models

Learn to build tidy machine learning models in R for healthcare analytics. Preprocess clinical data, train models, and create a pipeline to predict hospital readmissions using Tidymodels.

• Coursera
• 2 hours 54 minutes
• On-Demand
• Paid Course

Dimensionality Reduction in R

Learn dimensionality reduction techniques in R and master feature selection and extraction for your own data and models.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Modeling with tidymodels in R

25 ratings at DataCamp

Learn to streamline your machine learning workflows with tidymodels.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Introduction to Regression Models by Using R and Tidymodels

Explore regression models using R and tidymodels to predict numeric values. Learn when to use regression, train models, and evaluate performance through hands-on bike rental prediction.

• YouTube
• 1 hour 36 minutes
• On-Demand
• Free Online Course

Julia Silge

Hyperparameter Tuning Using Tidymodels

Explore hyperparameter tuning for random forest models using global food consumption data, enhancing model performance and gaining insights into international dietary patterns.

• YouTube
• 30 minutes
• On-Demand
• Free Online Course

Julia Silge

Modeling Hotel Bookings in R Using Tidymodels and Recipes

Learn to predict hotel bookings using R, tidymodels, and recipes. Explore data, create visualizations, and build decision tree models to gain insights into booking patterns and improve predictions.

• YouTube
• 52 minutes
• On-Demand
• Free Online Course

Julia Silge

How to Handle High Cardinality Predictors for Data on Museums in the UK

Explore effect and likelihood encodings for high cardinality predictors in tidymodels, using UK museum data to demonstrate practical applications.

• YouTube
• 36 minutes
• On-Demand
• Free Online Course

Julia Silge

Handling Coefficients for Modeling Collegiate Sports Expenditures

Explore collegiate sports expenditures using linear modeling and tidymodels, focusing on handling coefficients and intervals for insightful analysis of financial patterns.

• YouTube
• 32 minutes
• On-Demand
• Free Online Course

Julia Silge

Poisson Regression with Tidymodels for Package Vignette Counts

Learn to fit zero-inflated Poisson regression models using tidymodels to analyze R package vignette counts, with practical examples and code demonstrations.

• YouTube
• 31 minutes
• On-Demand
• Free Online Course

Julia Silge

Predict Giant Pumpkin Weights With Tidymodels Workflowsets

Learn to predict giant pumpkin weights using tidymodels workflowsets. Explore data visualization, modeling techniques, and parallel processing for efficient analysis of #TidyTuesday pumpkin competition data.

• YouTube
• 37 minutes
• On-Demand
• Free Online Course

Julia Silge

Fit and Predict With Logistic Regression for Bird Bath Observations in Australia

Learn to model bird bath observations in Australia using tidymodels, combining model specifications with feature engineering recipes for effective fitting and prediction.

• YouTube
• 37 minutes
• On-Demand
• Free Online Course

Julia Silge

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

Explore machine learning with tidymodels workflowsets to predict speaker type in Star Trek interactions, featuring data preprocessing, model evaluation, and result analysis.

• YouTube
• 32 minutes
• On-Demand
• Free Online Course

Julia Silge

Predict Housing Prices in Austin TX with Tidymodels and XGBoost

Explore feature engineering for boosted tree models using Austin housing data. Learn to incorporate text information as indicator variables and tune models for accurate price predictions.

• YouTube
• 52 minutes
• On-Demand
• Free Online Course

Julia Silge

Create a Custom Metric with Tidymodels and NYC Airbnb Prices

Learn to create custom metrics, predict Airbnb prices, and combine tabular and text data in models using tidymodels with NYC listings data.

• YouTube
• 41 minutes
• On-Demand
• Free Online Course