Publications by rstats | Julia Silge
Modeling #TidyTuesday GDPR violations with tidymodels
This is an exciting week for us on the tidymodels team; we launched tidymodels.org, a new central location with resources and documentation for tidymodels packages. There is a TON to explore and learn there! ???? You can check out the official blog post for more details. Today, I’m publishing here on my blog another screencast demonstrating ...
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Sentiment analysis with tidymodels and #TidyTuesday Animal Crossing reviews
A lot has been happening in the tidymodels ecosystem lately! There are many possible projects we on the tidymodels team could focus on next; we are interested in gathering community feedback to inform our priorities. If you are interested in sharing your opinion on next steps in tidymodels development, please take this short survey. Lately I’...
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Multinomial classification with tidymodels and #TidyTuesday volcano eruptions
Lately I’ve been publishing screencasts demonstrating how to use the tidymodels framework, from first steps in modeling to how to evaluate complex models. Today’s screencast demonstrates how to implement multiclass or multinomial classification using with this week’s #TidyTuesday dataset on volcanoes. ???? Here is the code I used in the...
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Learn tidymodels with my supervised machine learning course
Today I am happy to announce that a new tidymodels-centric version of my free, online, interactive course, Supervised Machine Learning: Case Studies in R, has been published! ???? This is at least the third version of this course I’ve built at this point ???? but I believe it to be the best, in terms of how it communicates machine learning c...
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Tune XGBoost with tidymodels and #TidyTuesday beach volleyball
Lately I’ve been publishing screencasts demonstrating how to use the tidymodels framework, starting from just getting started. Today’s screencast explores a more advanced topic in how to tune an XGBoost classification model using with this week’s #TidyTuesday dataset on beach volleyball. ???? Here is the code I used in the video, for th...
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tidylo is now on CRAN! ????
I am very pleased to announce that tidylo, a package for weighted log odds using tidy data principles, is now on CRAN! ???? I would like to send my warmest thanks to my collaborators Alex Hayes and Tyler Schnoebelen for their helpful contributions. You can now install the released version of tidylo from CRAN with: install.packages("tidylo") ...
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PCA and UMAP with tidymodels and #TidyTuesday cocktail recipes
Lately I’ve been publishing screencasts demonstrating how to use the tidymodels framework, from first steps in modeling to how to evaluate complex models. Today’s screencast isn’t about predictive modeling, but about unsupervised machine learning using with this week’s #TidyTuesday dataset on cocktail recipes. ???? Here is the code I ...
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Impute missing data for #TidyTuesday voyages of captive Africans with tidymodels
This week’s #TidyTuesday datasets reflect on Juneteenth, the date when the law abolishing slavery in the United States was finally enforced throughout the American South, and specifically Texas. My own education as a white woman in the United States has been gravely lacking in the history of enslaved people, their experiences, and their impact...
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The Bechdel test and the X-Mansion with tidymodels and #TidyTuesday
Lately I’ve been publishing screencasts demonstrating how to use the tidymodels framework, from first steps in modeling to how to evaluate complex models. Today’s screencast focuses on using bootstrap resampling with this week’s #TidyTuesday dataset from the Claremont Run Project about issues of the comic book series Uncanny X-Men. ????...
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Bagging with tidymodels and #TidyTuesday astronaut missions
Lately I’ve been publishing screencasts demonstrating how to use the tidymodels framework, from first steps in modeling to how to evaluate complex models. Today’s screencast focuses on bagging using this week’s #TidyTuesday dataset on astronaut missions. ???????? Here is the code I used in the video, for those who prefer reading ins...
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