tidymodels Courses and Certifications

Coursera

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

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 Video

Modeling with tidymodels in R

26 ratings at DataCamp

Learn to streamline your machine learning workflows with tidymodels.

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

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 Video

Julia Silge

Tuning XGBoost Using Tidymodels

Optimize XGBoost models for beach volleyball match prediction using tidymodels, exploring data, tuning hyperparameters, and interpreting results.

• YouTube
• 51 minutes
• On-Demand
• Free Video

Julia Silge

Tuning Random Forest Hyperparameters with Tidymodels

Learn to optimize random forest models using tidymodels, exploring hyperparameter tuning techniques with San Francisco tree data for improved predictive performance.

• YouTube
• 1 hour 5 minutes
• On-Demand
• Free Video

Julia Silge

Get Started With Tidymodels Using Vaccination Rate Data

Explore MMR vaccination rates using tidymodels in R, from data preparation to Bayesian modeling and result comparison.

• YouTube
• 26 minutes
• On-Demand
• Free Video

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 Video

Machine Learning Fundamentals in R

Predict categorical and numeric responses via classification and regression, and discover the hidden structure of datasets with unsupervised learning.

• DataCamp
• 1 day
• On-Demand
• Free Trial Available

Machine Learning Scientist in R

A machine learning scientist researches new approaches and builds machine learning models.

• DataCamp
• 2 days 17 hours
• On-Demand
• Free Trial Available

Data Scientist in R

Learn data science with R, from data manipulation to machine learning, and gain the skills needed for the Data Scientist in R certification!

• DataCamp
• 1 day 3 hours
• On-Demand
• Free Trial Available

Supervised Machine Learning in R

Generate, explore, evaluate, and tune the parameters of different supervised machine learning models.

• DataCamp
• 1 day 1 hour
• On-Demand
• Free Trial Available

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

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 Video

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 Video