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caret
caret (Classification And Regression Training) R package that contains misc functions for training and plotting classification and regression modelsFES
Code and Resources for "Feature Engineering and Selection: A Practical Approach for Predictive Models" by Kuhn and JohnsonAPM_Exercises
Exercises for the book Applied Predictive Modeling by Kuhn and Johnson (2013)rstudio-conf-2019
Slide, code and data for "Applied Machine Learning" at Rstudio-conf 2019rstudio-conf-2018
Slide, code and data for "Applied Machine Learning" at Rstudio-conf 2018aml-london-2019
Course materials for Applied Machine Learning course in 2019 in LondonC5.0
An R package for fitting Quinlan's C5.0 classification modeltidy-apm
tidymodels code for the book Applied Predictive ModelingCubist
An R package for fitting Quinlan's Cubist regression modeluseR2016
Slides and code for the 2016 useR! tutorial "Never Tell Me the Odds! Machine Learning with Class Imbalances"shinylive-in-book-test
testing shiny in quarto docsuser2018
Slides and code for the 2018 useR! tutorial "Recipes for Data Processing"AppliedPredictiveModeling
Data and code from Applied Predictive Modeling (2013)DC-ML-2018
Materials for the Applied Machine Learning Workshop in Washington DCXIjuR-2019
Presentations for Madrid R conferencesdss-2019
Slides and code for the "Modeling in the Tidyverse" short course on Wednesday, May 29 2019 at SDSS (Symposium on Data Science and Statistics).nyr-2020
Materials for the 2020 NYR Machine Learning workshopcars
Another fuel economy data set but updatedFES_Selection_Simulation
Feature Selection Simulation FilesR-Ladies-London
Code and Slides for "Whose Scat Is That? An 'Easily Digestible' Introduction to Predictive Modeling in R and the caret Package"odsc-2019
Notes and code for "Modeling in the tidyverse" 90m workshop at ODSC EastOptimization-Methods-for-Tuning-Predictive-Models
Code and slides from a 2016 talk at the Cambridge UK RUGNY-ML-2018
Materials for the Applied Machine Learning Workshop in New YorkAmesHousing
Ames IA Housing data from De Cock (2011)odsc_rules
Notes and code for the workshop "Rule-Based Models for Regression and Classificationโan-introduction-to-tidymodels
Overview of our packagespar-caret-bench
parallel processing benchmarks for caret2021-NYR
2022-nyr-workshop
Code and notes for the tidymodels workshopDC-ML-2019
Materials for the Applied Machine Learning Workshop in Washington DC2020-r-pharma
Slides and sources for 2020 R/Pharma talknyr-2019
Workshop notes for NYR conference workshopICHPS2015_Class_Imbalance
Data and code for "Predictive Modeling on Data with Severe Class Imbalance: Applications on Electronic Health Records"2021-Cleveland-RUG
Talk slidesRPharma-2019-Workshop
Course notes and code for the workshopAPM_Figures
Figures for the book Applied Predictive Modelingdummies-vs-factors
Simulation studies to compare tree- and rule-based models for different encodings2021-nyr-workshop
Machine Learning 1 day workshopsparselda
R package to perform sparse linear discriminant analysis for gaussians and mixture of gaussians models.conformal_sim
simulations to measure interval coverage2020-earl-workshop
Notes and code for "A Quick Introduction to tidymodels"nyr-2020-talk
Slides2021_11_HDSI_RUG
Slides and code for "Cooking Your Data with Recipes"characterize
Inspect structural characteristics of a fitted model, such as the number of active features, the number of terminal notes, and so on.R-Pharma-2019
conference slides for R/Pharma 2019 talkposit-2023-conformal
Slides and code for "Conformal Inference with Tidymodels"2023_Shell_bootcamp
2021-LA-RUG
An introduction to workflow sets2023-latinR
Slides for the 2023 LatinR Keynote2023-07-NYR
Talk: The Post-Modeling Model to Fix the Model2020-CT-ASA
Slide for ASA miniconference talk "What Inferential Statistics Can Utilize from Predictive Models"ncb-2019-shiny
materials for shiny workshop at the 2019 Nonclinical Biostatistics Conferencestanford-stat-352
tidymodels slides for "Topics in Computing for Data Science"2021_NY_RUG
What's New and Upcoming in tidymodelsongoal
Data for several Pittsburgh Penguins seasons on whether a shots was on goal or not.2021-r-pharma
Public Slides and sources for 2021 R/Pharma talk2024_SSA_SCV
tidymodels tutorial for the Statistical Society of Australia (SSA) statistical computing and visualisation tutorials2022-06-NYR
Monitor Your Data As Well As Your Modeldeploycaret
Version, Pin, and Deploy 'caret' Models with 'pins' and 'plumber'resampling_sim
Assessing the bias and precision of resampling methods via simulation2022-r-pharma
Slides for the 2022 conferenceagua-h2o-benchmark
2023-r-pharma
Slides for "Serverless Shiny in Quarto Documents"2023_AstraZeneca
Slides and code for the tidymodels tutorial for AstraZenecastacking_characterizations
Sandbox to looking into parameters affecting model stacking2022-AZ-keynote
Slides for AstraZeneca R Conferenceggplots-in-quarto-table
quarto test repo2020-EARL
Talk slide for EARL 2020 keynoteGrants
Grant Databookdown-chunk-option-test
parallel-printing
small scripts to test logging via different parallel processing techniquesbeans
Data on dry beans from Koklu and Ozkan (2020)IFCS-2017
Workshop Slides for International Federation of Classification Societies (IFCS)filterdb
Methods for Supervised Filtering of Predictors2023_work_week
charactizerize slides2019-R-Ladies-Miami
Totally Tidy Tuning Tools Talkdesirability
S3 classes for multivariate optimization using the desirability function by Derringer and Suich (1980)adjusted
Post-Hoc Nearest Neighbor Adjustment of Regression Predictionsquarto-book-test
template for testing a quarto book2024_PharmaDS
Slides for "What Happens After the Model?"Love Open Source and this site? Check out how you can help us