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followers: 188.0 following: 7.0 repos: 80.0 gists: 14.0

Name: Simon P. Couch

Type: User

Company: Posit PBC (née RStudio)

Bio: statistical software @posit-pbc

Location: Chicago, IL, USA

Blog: www.simonpcouch.com

I'm Simon (he/him), an R developer and data scientist. I work on software for statistical modeling at Posit PBC (formerly RStudio) as a generalist maintainer on the tidymodels package ecosystem.🐛

Here are some R packages for statistical modeling that I work on:

tidymodels/broom: convert statistical analysis objects to tidy tibbles
tidymodels/infer: a grammar for tidy statistical inference
tidymodels/stacks: tidymodels-friendly model stacking and ensembling
tidymodels/bonsai: model wrappers for tree-based models
tidymodels/workflows: combine pre-processing, modeling, and post-processing objects
tidymodels/workflowsets: creating collections of modeling workflows
rstudio/bundle: a consistent interface for model serialization

I also maintain a few personal R packages that range in functionality from data querying to biological methods:

simonpcouch/syrup: profile memory and CPU usage of parallel R code
simonpcouch/stopwatch: high precision timings using mocking
simonpcouch/anyflights: query nycflights13-like data for any recent year and US airport
simonpcouch/gbfs: query data on public bikes from hundreds of bikeshare programs
simonpcouch/carpentR: predicting lake algal blooms using plankton dynamics
rudeboybert/forestecology: methods for model fitting and assessment in forest ecology
simonpcouch/detectors: prediction data from GPT detectors
simonpcouch/readmission: hospital readmission data for patients with type 1 diabetes

🐥 Say hi!

If you're interested in trainings/workshops/talks about R, the tidyverse, or tidymodels, please get in touch! I'm a certified tidyverse trainer.

Please feel to reach out by email. I've written a bit more about what I work on on my website and my blog.

Simon P. Couch's Projects

movehmm

R package - Animal movement modelling using hidden Markov models

mutagen

Source code and slides for an end-to-end tidymodels demo

non-pm-dpht

Power analyses for "Differentially Private Nonparametric Hypothesis Testing" (2019, ACM CCS)

oss_demo_day_tune

parnsip

Easily install and load the parsnip package

pkgdepends

R Package Dependency Resolution

purple-air-project

Working with Professor Julianne Fry from Reed College on the BREATHE Oregon project relating to the purple air sensor network. I looked at mapping the PM 2.5 data for the 2020 September wildfires.

r_causal

Tidy causal inference in R, four ways

readmission

Hospital Readmission Data for Patients with Diabetes

rlang

Low-level API for programming with R

roxygen2

Generate R package documentation from inline R comments

rstudioconf2021

Source code for my rstudio::conf 2021 talk!

scheduled-commit-action

Running R Scripts on a Schedule with GitHub Actions

simonpcouch

simonpcouch.github.io

Source code for my (old) personal website!

slc-rug-21

Source code and slides for my Salt Lake City R User Group talk

slc-rug-23

Source code and slides for "Fairness in Machine Learning" at the SLC RUG

snapshotupdatetest

social_divisions_in_data

Characterizing How Social Difference is Encoded in CRAN Data

stacks-jsm-2021

Slides for my talk on the stacks R package at JSM 2021

thesisdown

An updated R Markdown thesis template using the bookdown package

tidyclust

A tidy unified interface to clustering models

tidymodels-citations

tidymodels-uw-2023

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

tidyups

tidyverse.org

Source of tidyverse.org

tunereprex

website

Source code for my personal website!

wilcoxon

Source Code for the Power Analysis of a Differentially Private Wilcoxon Signed-Rank Test

workshops

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