Pinned Repositories
aml-london-2019
Course materials for Applied Machine Learning course in 2019 in London
APM_Exercises
Exercises for the book Applied Predictive Modeling by Kuhn and Johnson (2013)
C5.0
An R package for fitting Quinlan's C5.0 classification model
caret
caret (Classification And Regression Training) R package that contains misc functions for training and plotting classification and regression models
Cubist
An R package for fitting Quinlan's Cubist regression model
FES
Code and Resources for "Feature Engineering and Selection: A Practical Approach for Predictive Models" by Kuhn and Johnson
rstudio-conf-2018
Slide, code and data for "Applied Machine Learning" at Rstudio-conf 2018
rstudio-conf-2019
Slide, code and data for "Applied Machine Learning" at Rstudio-conf 2019
tidy-apm
tidymodels code for the book Applied Predictive Modeling
useR2016
Slides and code for the 2016 useR! tutorial "Never Tell Me the Odds! Machine Learning with Class Imbalances"
topepo's Repositories
topepo/C5.0
An R package for fitting Quinlan's C5.0 classification model
topepo/tidy-apm
tidymodels code for the book Applied Predictive Modeling
topepo/Cubist
An R package for fitting Quinlan's Cubist regression model
topepo/AppliedPredictiveModeling
Data and code from Applied Predictive Modeling (2013)
topepo/AmesHousing
Ames IA Housing data from De Cock (2011)
topepo/2022-nyr-workshop
Code and notes for the tidymodels workshop
topepo/conformal_sim
simulations to measure interval coverage
topepo/posit-2023-conformal
Slides and code for "Conformal Inference with Tidymodels"
topepo/2023-07-NYR
Talk: The Post-Modeling Model to Fix the Model
topepo/ongoal
Data for several Pittsburgh Penguins seasons on whether a shots was on goal or not.
topepo/2022-06-NYR
Monitor Your Data As Well As Your Model
topepo/2022-r-pharma
Slides for the 2022 conference
topepo/2023_AstraZeneca
Slides and code for the tidymodels tutorial for AstraZeneca
topepo/2023_work_week
charactizerize slides
topepo/bestNormalize
Estimate a suite of normalizing transformations, including a new adaptation of a technique based on ranks which can guarantee normally distributed transformed data if there are no ties: ordered quantile normalization (ORQ).
topepo/filterdb
Methods for Supervised Filtering of Predictors
topepo/broom.mixed
tidy methods for mixed models in R
topepo/colino
Recipes Steps for Supervised Filter-Based Feature Selection
topepo/glinternet
:exclamation: This is a read-only mirror of the CRAN R package repository. glinternet — Learning Interactions via Hierarchical Group-Lasso Regularization. Homepage: http://web.stanford.edu/~hastie/Papers/glinternet_jcgs.pdf
topepo/guild-ai-r-tidymodels
An example repo for a small-scale data analysis using guild-ai
topepo/leaffeatures_paper
topepo/modeldatatoo
More Data Sets Useful for Modeling Examples
topepo/mutagen
topepo/ncblf-posit
Posit overview for the Nonclinical Biostatistics Leadership Forum
topepo/prodlim
Product limit estimation for survival analysis
topepo/quarto-book-algo-test
testing quarto and pseudocode extension in books
topepo/quarto-pseudocode-test
testing pseudocode.js algorithm blocks in quarto
topepo/tidyverse.org
Source of tidyverse.org
topepo/workshops
topepo/xrf
eXtreme RuleFit (sparse linear models on XGBoost ensembles)