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An R package for fitting Quinlan's Cubist regression model

caret (Classification And Regression Training) R package that contains misc functions for training and plotting classification and regression models

Code and Resources for "Feature Engineering and Selection: A Practical Approach for Predictive Models" by Kuhn and Johnson

Exercises for the book Applied Predictive Modeling by Kuhn and Johnson (2013)

Slide, code and data for "Applied Machine Learning" at Rstudio-conf 2019

Slide, code and data for "Applied Machine Learning" at Rstudio-conf 2018

Course materials for Applied Machine Learning course in 2019 in London

An R package for fitting Quinlan's C5.0 classification model

tidymodels code for the book Applied Predictive Modeling

Slides and code for the 2016 useR! tutorial "Never Tell Me the Odds! Machine Learning with Class Imbalances"

tidymodels code for Applied Predictive Modeling

Data and code from Applied Predictive Modeling (2013)

testing shiny in quarto docs

Materials for the Applied Machine Learning Workshop in Washington DC

Slides and code for the 2018 useR! tutorial "Recipes for Data Processing"

Presentations for Madrid R conference

Materials for the 2020 NYR Machine Learning workshop

Feature Selection Simulation Files

Another fuel economy data set but updated

Code and slides from a 2016 talk at the Cambridge UK RUG

Code and Slides for "Whose Scat Is That? An 'Easily Digestible' Introduction to Predictive Modeling in R and the caret Package"

Ames IA Housing data from De Cock (2011)

Notes and code for "Modeling in the tidyverse" 90m workshop at ODSC East

Materials for the Applied Machine Learning Workshop in New York

Notes and code for the workshop "Rule-Based Models for Regression and Classification”

some tools based on two conversions using claude

Code and notes for the tidymodels workshop

Overview of our packages

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Materials for rstudio::conf

Figures for the book Applied Predictive Modeling

Course notes and code for the workshop

Data and code for "Predictive Modeling on Data with Severe Class Imbalance: Applications on Electronic Health Records"

parallel processing benchmarks for caret

Slides and sources for 2020 R/Pharma talk

Notes and code for "A Quick Introduction to tidymodels"

Workshop notes for NYR conference workshop

simulations to measure interval coverage

Talk slides

Machine Learning 1 day workshop

R package to perform sparse linear discriminant analysis for gaussians and mixture of gaussians models.

SHINYLIVE IS SO EASY talk

Inspect structural characteristics of a fitted model, such as the number of active features, the number of terminal notes, and so on.

Slides and code for "Cooking Your Data with Recipes"

Slides

Create graph diagrams and flowcharts using R.

An introduction to workflow sets

Website and materials for tidymodels workshops

Slides and code for "Conformal Inference with Tidymodels"

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Slides and code for "Making Project Work Better with R"

Slides for talk to the FDA Modeling and Simulation Working Group

Slides for the 2023 LatinR Keynote

Talk: The Post-Modeling Model to Fix the Model

tidymodels tutorial for the Statistical Society of Australia (SSA) statistical computing and visualisation tutorials

S3 classes for multivariate optimization using the desirability function by Derringer and Suich (1980)

R package for Gaussian process modeling

LLM helper for tidymodels

Methods for Supervised Filtering of Predictors

Introduction to tidymodels for the Bureau of Labor Statistics

Version, Pin, and Deploy 'caret' Models with 'pins' and 'plumber'

Data for several Pittsburgh Penguins seasons on whether a shots was on goal or not.

tidymodels slides for "Topics in Computing for Data Science"

Sparse and Regularized Discriminant Analysis

Public Slides and sources for 2021 R/Pharma talk

What's New and Upcoming in tidymodels

An investigation into how different technologies handle an embarrassingly parallel scenario

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Discussion of data usage ideas for postprocessors

Evaluating time-to-event models is hard

Assessing the bias and precision of resampling methods via simulation

quarto test repo

Slides for "Serverless Shiny in Quarto Documents"

Slides and code for the tidymodels tutorial for AstraZeneca

Sandbox to looking into parameters affecting model stacking

Slides for the 2022 conference

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Monitor Your Data As Well As Your Model

Slides for AstraZeneca R Conference

Talk slide for EARL 2020 keynote

potential outline for tidymodels/principles

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shiny AI app to get help for writing tidymodels code

What’s New in tidymodels?

R + AI Conference talk: "Analyzing LLM Evaluations"

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Slides for "Measuring LLM Effectiveness" at the The New York Data Science & AI Conference

R interface to quarto-cli

A short introduction to tidymodels for the BC Centre for Disease Control

Generate bootstrap :hiking_boot: prediction intervals from a tidymodels workflow!

Simulating feature selection via recipe steps

Tidymodels for Nested/Panel Data

Post-Hoc Nearest Neighbor Adjustment of Regression Predictions

LLM assistants for R

small comparisons for a few models

Model Wrappers for H2O models

sourcing external R files with shiny apps

Source and slides for "Why you should be using tidymodels" at UW-Madison

Slides for "What Happens After the Model?"

Syntax Highlighting and Automatic Linking

Tools for ggplot2 scales

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).

charactizerize slides

Data on dry beans from Koklu and Ozkan (2020)

Modeltime unlocks time series models and machine learning in one framework

moDel Agnostic Language for Exploration and eXplanation

Bindings for Bayesian TidyModels

template for testing a quarto book

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Variable Importance Plots (VIPs)

Location for files that are not longer needed by caret

RuleFit model Via Quinlan Methods

troubleshoot some shinylive issues

An introduction to AI Tools in Positron

code to look into a GH user's data

Parsnip bindings for ordinal prediction models

A fake R package to test parsnip model registration

Posit Open Source Website

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"tidymodels for Production" slides

A Quarto extension for embedding Google Scholar links in references

Local Interpretable Model-Agnostic Explanations (R port of original Python package)

Website sources for Applied Machine Learning for Tabular Data

eXtreme RuleFit (sparse linear models on XGBoost ensembles)

"TabPFN: A Deep-Learning Solution for Tabular Data" talk for R/Pharma

Some tests to experiment with tabPFN

An R implementation of TabNet

Analyzing LLM Evaluations

automatic calculations of statistics with tidy output

Package for using plug-in estimation for marginal effects with and without prognostic score adjustment

Large language model evaluation for R

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Refactoring topepo/steroidogenic_tox

test bed for new tune infrastructure

Forest Attributes in Washington State

A proposal for tools to help NCB communicate

Weighted k-Nearest Neighbors

Reprex for light/dark mode in book projects

experiments with dark mode plots in Quarto

:exclamation: This is a read-only mirror of the CRAN R package repository. GPfit — Gaussian Processes Modeling

add the 'dann' model and the 'sub_dann' model to the Tidymodels ecosystem.

Viral Load and CD4 Lymphocytes Regression Models

R Interface to Python

Tidymodels engines with support for offset terms

A brief history of the tidyverse

The goal of measure is to be a recipes-like interface to tidymodels for analytical characterization data.

mirai - Minimalist Async Evaluation Framework for R

Friedman's H-statistics

Personal website

R package: Misc. Functions for Processing and Sample Selection of Spectroscopic Data

R Package for Quantile Recalibration of Gaussian Models

Test repo for Quarto light/dark modes with different elements

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An implementation of the Grammar of Graphics in R

Introduction to tidymodels for NIH

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Modeling Workflows

A template package for quantile regression models

tidymodels extension package; binding specialty kernels for support vector machines to parsnip in a punny way

Tools for creating tuning parameter values

A reproducible repository (rep-repos) for a bug for hover-overs

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R package to fit species distribution models (SDMs) using the 'tidymodels' framework

reprex repo for centering shiny elements in a quarto book

tidymodels introduction in 5min

Workshops at posit::conf(2024)

Latex code for making neural networks diagrams

timing simulations for brûlée

Development repository for the Bioconductor package 'mixOmics '

A collection of pre-optimized space-filling designs

testing quarto and pseudocode extension in books

More Data Sets Useful for Modeling Examples

Recipes Steps for Supervised Filter-Based Feature Selection

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Posit overview for the Nonclinical Biostatistics Leadership Forum

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Fulfilling food orders are very time sensitive; the customer expects very fast delivery. To improve service times, you need to develop an ETA prediction scheme. Given the time of day, and the distance to be travelled, we would like to estimate the time it takes to deliver an order (ETA). Note that this may vary from city to city.

: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

testing pseudocode.js algorithm blocks in quarto

Tools for conformal inference in regression

Quarto website

Product limit estimation for survival analysis

An example repo for a small-scale data analysis using guild-ai

Source of tidyverse.org

tidy methods for mixed models in R

quarto/gt interactions for gt issues

Serialize Objects With A Consistent Interface

Bindings for Additive TidyModels

text is an R-package for analysing text and numerical variables using NLP and ML

R tools for healthcare machine learning

Tools for tidy parameter tuning - h2o style

Car sale prices

Get shot charts from stats.nba.com

NHL stats and analyses using the NHL API and R

A minimal book example using bookdown

Code from winning competitors in the Pump it Up competition on DrivenData.

Data on House Sales in King County WA

Version, share, and deploy tidymodels workflows

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