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#tidymodels

Showing: 27 courses
Microsoft

Introduction to Regression Models by Using R and Tidymodels

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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.
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8 Lesons
1 hour 36 minutes
On-Demand
Free-Video
Julia Silge

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

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Learn to model bird bath observations in Australia using tidymodels, combining model specifications with feature engineering recipes for effective fitting and prediction.
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8 Lesons
37 minutes
On-Demand
Free-Video
Julia Silge

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

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Explore machine learning with tidymodels workflowsets to predict speaker type in Star Trek interactions, featuring data preprocessing, model evaluation, and result analysis.
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9 Lesons
32 minutes
On-Demand
Free-Video
Julia Silge

Predict Housing Prices in Austin TX with Tidymodels and XGBoost

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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.
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18 Lesons
52 minutes
On-Demand
Free-Video
Julia Silge

Predict Water Availability in Sierra Leone With Random Forests

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Explore random forest modeling with tidymodels to analyze water sources in Sierra Leone, covering data preparation, model building, and evaluation techniques.
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14 Lesons
45 minutes
On-Demand
Free-Video
Julia Silge

Estimate Change in CEO Departures With Bootstrap Resampling

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Explore bootstrap resampling with tidymodels to analyze trends in CEO departures, using generalized linear models and #TidyTuesday data.
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10 Lesons
22 minutes
On-Demand
Free-Video
Julia Silge

Compute Bootstrap Confidence Intervals for Super Bowl Commercial Characteristics

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Explore how Super Bowl commercial characteristics evolve over time using tidymodels for bootstrap confidence intervals and data visualization techniques.
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5 Lesons
21 minutes
On-Demand
Free-Video
Julia Silge

Predict Class Membership for the Datasaurus Dozen With Tidymodels

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Explore multiclass evaluation metrics for random forest models using the Datasaurus Dozen dataset, focusing on model performance and visualization techniques.
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11 Lesons
27 minutes
On-Demand
Free-Video
Julia Silge

Impute Missing Data and Handle Class Imbalance for Himalayan Climbing Expeditions

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Learn to predict survival in Himalayan climbing expeditions using tidymodels in R. Explore data handling, imputation, and modeling techniques for imbalanced datasets.
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22 Lesons
1 hour 1 minute
On-Demand
Free-Video
Julia Silge

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

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Explore effect and likelihood encodings for high cardinality predictors in tidymodels, using UK museum data to demonstrate practical applications.
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6 Lesons
36 minutes
On-Demand
Free-Video
Julia Silge

Handling Coefficients for Modeling Collegiate Sports Expenditures

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Explore collegiate sports expenditures using linear modeling and tidymodels, focusing on handling coefficients and intervals for insightful analysis of financial patterns.
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11 Lesons
32 minutes
On-Demand
Free-Video
Julia Silge

Explore Changes in Art Over Time With Tidymodels

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Analyze art trends in the Tate collection using tidymodels for regression modeling, text feature engineering, and model diagnostics to uncover insights on changing art media usage over time.
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27 Lesons
42 minutes
On-Demand
Free-Video
Julia Silge

Poisson Regression with Tidymodels for Package Vignette Counts

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Learn to fit zero-inflated Poisson regression models using tidymodels to analyze R package vignette counts, with practical examples and code demonstrations.
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8 Lesons
31 minutes
On-Demand
Free-Video
Julia Silge

Predict Giant Pumpkin Weights With Tidymodels Workflowsets

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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.
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11 Lesons
37 minutes
On-Demand
Free-Video
Julia Silge

Create a Custom Metric with Tidymodels and NYC Airbnb Prices

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Learn to create custom metrics, predict Airbnb prices, and combine tabular and text data in models using tidymodels with NYC listings data.
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24 Lesons
41 minutes
On-Demand
Free-Video
Julia Silge

Impute Missing Data for Historical Voyages of Captive Africans Using Tidymodels

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Learn to impute missing data in historical records of enslaved Africans' voyages using tidymodels, enhancing understanding of this crucial aspect of American history.
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10 Lesons
38 minutes
On-Demand
Free-Video
Julia Silge

Modeling GDPR Violations in R With Tidymodels

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Explore data preprocessing and modeling for GDPR violations using tidymodels in R. Learn feature engineering, workflow creation, and prediction techniques with real-world data.
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16 Lesons
50 minutes
On-Demand
Free-Video
Julia Silge

Lasso Regression with Tidymodels and The Office

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Implement lasso regression using tidymodels and The Office data to learn regularized modeling techniques in R, with practical examples and visualizations.
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23 Lesons
45 minutes
On-Demand
Free-Video
Julia Silge

Data Preprocessing and Resampling Using Tidymodels

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Explore data preprocessing and resampling techniques using tidymodels in R, focusing on college tuition and diversity data to build effective models and improve analysis skills.
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22 Lesons
48 minutes
On-Demand
Free-Video
Julia Silge

Get Started With Tidymodels Using Vaccination Rate Data

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Explore MMR vaccination rates using tidymodels in R, from data preparation to Bayesian modeling and result comparison.
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13 Lesons
26 minutes
On-Demand
Free-Video
Julia Silge

Modeling Hotel Bookings in R Using Tidymodels and Recipes

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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.
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20 Lesons
52 minutes
On-Demand
Free-Video
Julia Silge

Model Canadian Wind Turbine Capacity With Decision Trees and Tidymodels

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Learn to predict Canadian wind turbine capacity using decision trees and tidymodels, with hands-on data preparation, model tuning, and result interpretation techniques.
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22 Lesons
40 minutes
On-Demand
Free-Video
Julia Silge

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

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Predict Avatar: The Last Airbender speakers using text features and tidymodels in R. Learn model-agnostic variable importance and handle class imbalance in this data analysis tutorial.
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16 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Julia Silge

Tuning XGBoost Using Tidymodels

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Optimize XGBoost models for beach volleyball match prediction using tidymodels, exploring data, tuning hyperparameters, and interpreting results.
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19 Lesons
51 minutes
On-Demand
Free-Video
Julia Silge

Principal Component Analysis for Hip Hop Songs With Tidymodels

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Implement PCA using recipes to analyze the best hip hop songs of all time, exploring Spotify data and visualizing results with tidymodels.
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14 Lesons
1 hour
On-Demand
Free-Video
Julia Silge

Tuning Random Forest Hyperparameters with Tidymodels

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Learn to optimize random forest models using tidymodels, exploring hyperparameter tuning techniques with San Francisco tree data for improved predictive performance.
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31 Lesons
1 hour 5 minutes
On-Demand
Free-Video
Julia Silge

Hyperparameter Tuning Using Tidymodels

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Explore hyperparameter tuning for random forest models using global food consumption data, enhancing model performance and gaining insights into international dietary patterns.
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11 Lesons
30 minutes
On-Demand
Free-Video