~/conference

posit::conf(2023)

date:2023-09-17..2023-09-20
location:Chicago, United States
series:posit::conf( ) · 3 editions
editions:[posit::conf(2023), posit::conf(2024), posit::conf(2025)]

R developers, data scientists, Shiny developers, Quarto users, package authors, data engineers, engineering managers

Quarto Typst PDF rendering; Quarto manuscript bundling; webR static Shiny deployment; DuckDB in-process SQL on data frames; duckplyr dplyr-to-DuckDB compilation; tidymodels modeling pipelines; Shiny scaling and deployment strategies; Quarto styling and SCSS theming; pkgdown and GitHub Actions sites; plumber APIs and Dockerized R services

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Never again in outer par mode: making next-generation PDFs with Quarto & typstCarlos Scheidegger20m
Quarto 1.4 adds Typst support as an alternative PDF engine to LaTeX, promising clearer error messages and faster builds; demos show rendering of academic…
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Reproducible Manuscripts with QuartoMine Cetinkaya-Rundel20m
Quarto adds a manuscript project (Quarto 1.4+) that produces a bundled manuscript bundle containing journal-formatted PDF/Word, source qmd/ipynb files…
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Running R-Shiny without a ServerJoe Cheng20m
ShinyLive now runs R entirely in the browser via webR so a Shiny app needs no R server at runtime; the exporter turns an app directory into static HTML/JS, the…
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In-Process Analytical Data Management with DuckDBHannes Mühleisen19m
DuckDB is an in-process analytical engine that runs SQL directly on R data frames with no serialization, showing a 10 million‑row load into Postgres taking…
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A hacker's guide to open source LLMsJeremy Howard01h 02m
Explains the three-stage LM pipeline: pretraining, instruction-tuning, and RLHF, and claims GPT-4 is the best model as of Sept 2023; demonstrates concrete…
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duckplyr: Tight Integration of duckdb with R and the tidyverseKirill Müller18m
duckplyr turns dplyr pipelines into a single DuckDB query so R code runs end-to-end inside DuckDB with data frame in, data frame out, using multi‑threaded…
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R Not Only In ProductionKara Woo54m
InsightRX uses R end-to-end: a plumber REST API calculates individualized vancomycin doses from EHR data, an R package batch-processes de‑identified hospital…
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It's a Great Time to be an R Package Developer!Jenny Bryan, Hadley Wickham19m
R Packages gets a second edition and a practical claim: package development is easier and faster now — over 19,000 packages on CRAN (Mar 2023) and a one‑minute…
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Towards the Next Generation of Shiny UICarson Sievert20m
bslib modernizes Shiny UI by centralizing Bootstrap assets and adding dashboard components so old apps keep working while new apps look current. It provides…
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tidymodels: Adventures in Rewriting a Modeling PipelineRyan Timpe18m
Rewrites an in-production R package into a tidymodels pipeline, replacing hand-rolled dplyr/tidyr preprocessing and custom Stan tuning with recipes, parsnip…
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Styling and Templating Quarto DocumentsEmil Hvitfeldt20m
Quarto styling uses HTML/CSS/SCSS: define a small color palette, set SCSS variables for body/background/fonts and compute headers by darken/lighten math, and…
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From Journalist to Coder: Creating a Web Publication with QuartoBrian Tarran20m
Built the site with Quarto, Visual Studio Code and GitHub Pages + Actions, moving from local demo to a live site since March 2022. The publication uses a…
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Unlock the Power of DataViz Animation and Interactivity in QuartoDeepsha Menghani14m
Shows how to build animated and interactive Quarto visuals using R Plotly and Crosstalk with the Richmondway Ted Lasso dataset, producing an animated bar plot…
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Quickly get your Quarto HTML theme in orderGreg Swinehart06m
Shows that a single reusable Quarto HTML theme file makes brand compliance fast: wire up theme.scss, include the required scss defaults comment, and set Sass…
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Parameterized Quarto Reports Improve Understanding of Soil HealthJadey Ryan20m
A reproducible workflow uses parameterized Quarto plus R tidyverse functional code to produce one-off reports for 900 soil samples across 86 farms, generated…
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It's Abstractions All the Way Down...JD Long01h 03m
Argues that “all non-trivial abstractions are leaky” and you must be able to inspect one layer below to debug; shows concrete leaks: Power BI direct query runs…
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Github Copilot integration with RStudio, it's finally here!Tom Mock22m
Native GitHub Copilot integration with RStudio is now available, closing issue #10148 (the most upvoted request), and it surfaces ghost text autocompletion…
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Using R with Databricks ConnectEdgar Ruiz17m
sparklyr now connects to Spark via reticulate->pyspark using Spark Connect, so R sessions can run dplyr/DBI queries remotely and push aggregation to the…
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Conformal Inference with TidymodelsMax Kuhn22m
Code and results for using tidymodels to get prediction intervals: three concrete methods are implemented — split conformal (fit on training, compute residuals…
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What's New in Quarto?*Charlotte Wickham20m
Quarto is at 1.3 with a publicly available pre-release for 1.4; new, concrete features include an embed shortcode from notebooks now and QMD in 1.4 that pulls…
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We Converted our Documentation to QuartoMelissa Van Bussel18m
Converted a 120‑page Word user guide into Quarto using the pandoc convert step to markdown as the starting point, then tidied formatting with IDE keyboard…
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Extending QuartoRichard Iannone20m
Slides survey ready-made Quarto shortcode extensions for icons and formatting, demoing installation via "quarto add <repo>" and committing the extension folder…
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Grammar of Graphics in Python with PlotnineHassan Kibirige19m
plotnine implements the Grammar of Graphics in Python and shows concrete examples: a Palmer Penguins subset visualized with layered geoms to build a C‑plot…
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From Data Confusion to Data IntelligenceElaine McVey, David Meza51m
Claims that executive hope for data vastly outpaces organizational support, and the fix is pragmatic: show don't tell, take the data and run, iterate to nail…
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HTML and CSS for R UsersAlbert Rapp17m
Shows that a few literal HTML/CSS snippets unlock features in familiar R tools: span tags with style="color:#hex" lets ggtext color individual words in ggplot…
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Siuba and duckdb: Analyzing Everything Everywhere All at OnceMichael Chow20m
siuba provides a dplyr‑style Python API that generates SQL for duckdb via SQLAlchemy so the same verbs can target pandas, polars, parquet files and pins on…
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dplyr 1.1.0 Features You Can't Live WithoutDavis Vaughan05m
dplyr 1.1.0 makes three concrete changes: case_match (casewin) accepts mixed RHS types so previous NA/type errors disappear; summarize gains per-operation .by…
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{slushy}: A Bridge to the FutureBecca Krouse21m
slushy is an R package that lets teams mimic locked "frozen" environments while staying on open R by combining renv with Posit Package Manager snapshots so a…
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ShinyUiEditor: From Alpha to Powerful Shiny App Development ToolNick Strayer18m
A drag‑and‑drop Shiny UI editor moves from alpha to usable: creates UI files via an RStudio addin or VSCode extension, writes a runnable template in seconds…
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Large Language Models in RStudioJames Wade19m
Shows how gptstudio and gpttools embed LLMs in RStudio with working add-ins: a chat UI, a custom Hadley Wickham–style system prompt, and a chat GPT with…
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dbtplyr: Bringing Column-Name Contracts from R to dbtEmily Riederer18m
Ports dplyr’s select helpers (starts_with, ends_with, contains) into dbt via the dbtplyr package, exposing column-name contracts that let dbt macros loop over…
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Magic with WebAssembly and webRGeorge Stagg19m
TypeScript library exposes WebAssembly-built R running in a web worker and returns proxied R objects (S-expression ids) so JavaScript can grab 1729, invoke R…
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Dynamic Interactions: webR to Empower Educators & Researchers with Interactive Quarto DocsJames Balamuta21m
Demonstrates turning static Quarto HTML into browser-executable R by embedding webR (R compiled to WebAssembly) and using the quarto-webR extension. Workflow…
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Speeding Up Plots in R/ShinyRyszard Szymański04m
Slow plot rendering traces to three concrete causes and fixes: expensive data prep, naive plotting of millions of points, and library-level inefficiencies…
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Shiny New Tools for Scaling your Shiny AppsJoe Kirincic18m
Shiny app moves plotting from server to browser by sending data to each client and rendering with DuckDB-WASM for in-browser SQL and Observable Plot.js for…
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Shiny for Python Machine Learning Apps with pandas, scikit-learn and TensorFlowChelsea Parlett-Pelleriti21m
Demonstrates building interactive ML front ends that wire directly to pandas scikit-learn TensorFlow, using Shiny for Python’s inferred reactivity to only…
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The Power of Prototyping in R Shiny: Saving Millions by Building the Right ToolMaria Grycuk19m
Prototyping in Shiny claims to cut waste by shipping a focused MVP in weeks rather than months: teams build a prototype in three weeks, test with real data…
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Scale Your Data Validation Workflow With {pointblank} and Posit ConnectMichael Garcia17m
Claims a reproducible, end-to-end data validation pipeline that scales from single tables to whole study schemas by extending {pointblank} and automating with…
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What I Wish I Knew Before Becoming a Data ScientistKaitlin Bustos05m
Career advice: success is not a steady climb but a series of peaks and valleys, so expect setbacks and plan for changing goals and role responsibilities…
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Thanks, I Made It with QuartodocIsabel Zimmerman18m
Quartodoc automatically generates Python function reference pages as Quarto Markdown files, replicating pkgdown’s R-style index/reference/articles layout. It…
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Open Source Property Assessment: Tidymodels to Allocate $16B in Property TaxesNicole Jardine, Dan Snow19m
The Cook County Assessor's Office replaces a 50,000‑line SPSS regime with R and tidymodels plus LightGBM, publishing the full pipeline and data in an…
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Shiny Developer Secrets: Insights From Over 1200 Applicants and What You MUST Know to ShineVedha Viyash05m
Over 1,200 applicants apply for the R/Shiny developer role and the team hires over 30, yielding concrete patterns about skills gaps. The Future Forests app…
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How Data Scientists Broke A/B Testing (And How We Can Fix It)Carl Vogel18m
A/B testing practices cause misalignment by optimizing for statistical guarantees instead of business decisions; the talk argues for using non-inferiority…
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CI/CD Pipelines - Oh, the Places You'll Go!Trevor Nederlof05m
Concrete CI/CD setup for Shiny apps: a small bug is caught by automated tests that record UI behavior, shinytest2 runs in a pipeline that uses GitHub Actions…
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Getting the Most Out of GitColin S Gillespie21m
Argues for a simple GitHub workflow for most projects (claims 99% of teams don’t need complex branching), recommends protect main branch and basic CI that just…
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Small Package, Broad Impact: How I Discovered the Ultimate New Hire HackTrang Le16m
Built two internal R packages (one theming package and a smaller palette/GGplot helper) that standardize BMS visuals and are still heavily used; key tools are…
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The Road to Easier Shiny App DeploymentsLiam Kalita19m
Lists concrete checks and fixes for failed Shiny deployments: examine deployment logs (Posit Connect logs tab or server /var/log), remove hardcoded secrets and…
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Motley Crews: Collaborating with QuartoSusan McMillan, Wyl Schuth, Michael Zenz22m
Adoption of Quarto and RStudio unifies query-to-publication: SQL queries (Hyperion, Toad), R analysis, and narrative live in one source file and publish to the…
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Diversify Your Career with Shiny for PythonGordon Shotwell18m
Claims Shiny for Python gives R users a practical niche: easier deployment because apps run as standard ASGI Python services, same reactivity model so existing…
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Field Guide to Writing Your First R PackageFonti Kar11m
A biologist’s approach turns private analysis scripts into shareable R packages using usethis and devtools, GitHub for hosting, and testthat for tests; the…
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Data Visualization with SeabornMichael Waskom21m
Seaborn unveils a ground-up objects interface that builds plots by composing marks stat moves and scales into layers, with methods like plot.add, plot.scale…
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AI and Shiny for Python: Unlocking New PossibilitiesWinston Chang18m
Shows a working Shiny for Python workflow that uses the chat_stream package to call OpenAI, returning structured JSON (recipes) from messy webpages and letting…
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Reliable Maintenance of Machine Learning ModelsJulia Silge18m
Explains that deployed models need ongoing checks of both software metrics (latency, uptime) and statistical metrics (accuracy, calibration), demonstrates…
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What's New in the Torch EcosystemDaniel Falbel05m
Torch is an R port of PyTorch with GPU acceleration, automatic differentiation, and standard layers and optimizers; a new free book Deep Learning and…
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Why You Should Add Logging To Your Code (and make it more helpful)Daren Eiri05m
Simple plumber API divides a by b and demonstrates adding log4r info and warning messages (e.g., "attempting to divide 100 by 4" and "must supply numerator or…
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The Need for Speed - AccelerateR-ing R Adoption in GSKBen Arancibia20m
GSK decides in 2020 to make R the primary language for clinical reporting across a 900+ person Biostatistics organization and finds classroom training (about…
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Building a Flexible, Scaleable Self-Serve Reporting System with ShinyNatalie O'Shea20m
A Shiny app called betterup insights pulls live data from the company database, renders professional charts, and injects metrics and images into preformatted…
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Why You Should Stop Networking and Start Making FriendsLibby Heeren05m
Argues for abandoning transactional networking and shows concrete tactics that build real connections: met 100 people one-on-one in four months by treating…
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epoxy: Super Glue for Data-driven Reports and Shiny AppsGarrick Aden-Buie19m
epoxy is an R package that turns glue-style braces into templating superpowers for R Markdown, Quarto, and Shiny by adding inline transformers for formatting…
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Using R to develop production modeling workflows at Mayo ClinicBrendan Broderick21m
A production pipeline predicts which ICU discharges will need the Respiratory Care Unit and runs at Mayo Clinic, using an targets pipeline to avoid full…
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Oops I'm a Manager - On More Effective 1-on-1 MeetingsAndrew Holz19m
Routine 1-on-1s become a practical system: 5-minute topic scorecard (pick a few focused items before the meeting), a shared running doc with dated notes and…
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Insights in 5-D! (Using magic small-multiples layouts)Matt Dzugan06m
Layout of small multiples changes what patterns are visible: a computed grid that maps facets to coordinates reveals spatial and demographic structure that…
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Package Management for Data ScientistsTyler Finethy12m
Compares concrete failure modes and fixes for R and Python: version conflicts illustrated by Rcpp 1.0.6 vs 1.0.7, and missing system libraries like OpenSSL/GCC…
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Adding a Touch of glitr: Developing a Package of Themes on Top of ggplotAaron Chafetz, Karishma Srikanth14m
USAID builds glitr on ggplot2 with extrafont and grDevices, adds a one-line SI_style theme plus nine variants, a scale_fill_SI palette and SI_style_grid, and…
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Hitting the Target(s) of Data OrchestrationAlexandros Kouretsis19m
Builds a reproducible pipeline that pulls sensitive clinical and genomic views from a secure data lake, writes public summaries to AWS S3 persistent storage…
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Making a (Python) Web App is easy!Marcos Huerta18m
Builds a working QR‑code generator and a richer Semantic Emoji search, implemented three ways: six lines in Streamlit (very simple but limited layout), more…
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How to Win Friends and Influence People (With Data)Joe Powers20m
Shows how sequential AB testing plus simulated trials and a scaffolded web app actually cut test duration at Intuit by 63% average time savings versus…
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Using R, Python, and Cloud Infrastructure to Battle Aquatic Invasive SpeciesUli Muellner, Nicholas Snellgrove20m
Minnesota has ~18–24k registered water bodies, about 9,000 with inspection data and roughly 10% infested; the project stitches four models — a Python risk…
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USGS R Package Development: 10-year ReflectionsLaura DeCicco05m
A USGS R package called dataRetrieval (first commits 2012) standardizes access to surface‑water gauge heights and discharge, groundwater well records…
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Visualizing Data Analysis Pipelines with Pandas Tutor and Tidy Data TutorSean Kross15m
Interactive web tools Pandas Tutor and Tidy Data Tutor parse real pipelines (example: penguins dataset) and render concrete visualizations: select highlights…
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Take it in Bits: Using R to Make Eviction Data Accessible to the Legal Aid CommunityLogan Pratico19m
Civil Court Data Initiative standardizes court records with R, SQL and AWS, linking RMarkdown with Amazon Athena and EC2 to auto-generate weekly eviction…
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Becoming an R Package Author (or How I Got Rich Responding to GitHub Issues)Matt Herman18m
Argues that everyday R users can become package authors by starting with GitHub issues, then answering questions, submitting tiny bugfix PRs (one is 11 lines…
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Coding Tools for Industry R&D – Development Lessons from an Analytical LabCamila Saez Cabezas05m
Describes concrete development lessons from an analytical R&D lab: collect instrument metadata, shadow users as a detective to find pain points, map…
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CRAN-ial Expansion: Taking Your R Package Development to New Frontiers with R-UniverseMo Athanasia Mowinckel18m
R-Universe becomes a private CRAN-like registry that builds binaries for Windows and Mac so large or niche packages install reliably without CRAN vetting; the…
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The People of Posit: Bringing Personality to R PackagesJP Flores, Sarah Parker05m
Argues that personal connections make R less intimidating and demonstrates how outreach translates to concrete outcomes: video interviews with local…
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Side Effects of a Year of BloggingMillie Symns17m
Creates and publishes 12 monthly posts and a personal site using R and Posit products with Hugo + GitHub + Netlify, learning Git and web deployment by doing…
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From Concept to Impact: Building and Launching Shiny Apps in the WorkplaceTiger Tang19m
A practical playbook for turning internal needs into production Shiny apps: start by picking problems that cut repetitive work or help many colleagues…
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20 questions and AI chat botsWinston Chang06m
A small app wires two instances of chatstream built on Shiny for Python so one bot thinks of an object and the other asks, successfully playing 20 Questions by…
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Developing a Prototyping Competency in a Statistical Science OrganizationDaniel Woodie21m
Argues that a deliberate prototyping competency speeds adoption and reduces risk by proving ideas fast; a two-person, scrappy team runs 2–3 projects at once…
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How to Keep Your Data Science Meetup SustainableTed Laderas18m
Organizing burnout is framed as solvable with a clear formula: self-care + core group + welcoming that reduces planning load and redistributes work through…
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Can I Have a Word?Ellis Hughes17m
gt gains an official docx output (added Aug 2022) via collaboration with Rich Iannone, so GT tables can be saved straight to Word documents instead of HTML…
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Combining R and Python for the Belgian Justice DepartmentThomas Michem19m
Belgian justice runs a traffic‑fine monitor that combines R and Python: a Shiny dashboard deployed on Posit Connect shows traffic‑light status fed by a Python…
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Open Source Solutions to Next-Generation Submissions, After 30 Years of Industry ExperienceMike K Smith18m
Pharma is shifting submissions from static PDFs to interactive HTML submissions and web visualizations built with R, Quarto, webR, echarts (and sometimes…
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Automating the Dutch National Flu Surveillance for Pandemic PreparednessPatrick van den Berg16m
Automates the Dutch national influenza surveillance by replacing a weekly two‑hour manual Control+Enter job with a reproducible, modular pipeline built in R…
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Black Hair and Data Science Have More in Common Than You ThinkKari Jordan20m
Argues that caring for Black hair and doing data science share concrete parallels and practical mappings rather than metaphors, shows a table linking Andre…
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Democratizing Access to Education DataErika Tyagi19m
The Urban Institute publishes the Education Data Portal: a harmonized one‑stop of nearly all major federal K–12 and college datasets with a language‑agnostic…
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From Novices to Experts: Building a Community of Engaged R UsersNatalia Andriychuk16m
Pfizer reports ~1,500 machines with R and a Microsoft Teams community of ~1,000; the R Center of Excellence establishes an internal SWAT team, creates 13…
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Succeed in the Life Sciences with R/Python and the CloudColby Ford20m
Shows how to run R and Python at scale using Posit Workbench, how to provision IDEs on Azure ML and Databricks, and why a data lake-centric design with…
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R! You Going?!SherAaron Hurt20m
Three practical takeaways: pick tools that you actually use daily and stick with them — she switches from Python to R over Python for daily tasks and uses R to…
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Sustainable Growth of Global Communities: R-Ladies' Next Ten YearsRiva Quiroga19m
R-Ladies grows from one meetup to 231 chapters and ~4,000 events by applying programming practices to community operations: modular teams, refactoring…
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Teaching Data Science in Adverse Circumstances: Posit Cloud and Quarto to the RescueAleksander Dietrichson17m
Argues that curriculum redesign plus easy cloud tooling makes data science feasible under severe constraints: uses posit.cloud and Quarto free tiers to run R…
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What an Early 2000s Reality Show Taught Me about File ManagementReiko Okamoto19m
Home organization rules map to concrete file practices: use RStudio Projects so each project is self-contained and opens in a fresh R session with restored…
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It's All About Perspective: Making a Case for Generative ArtMeghan Santiago Harris20m
Generative art in R and Python becomes a deliberate practice that improves practical data skills by forcing iteration, function development, and clearer…
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FOCAL Point: Utilizing Python, R, and Shiny to Capture, Process, and Visualize MotionJustin Markel, Alyssa Burritt15m
A golf R&D pipeline captures club motion with focal motion capture, producing about 40,000 data points per swing and a 75,000-swing archive; Python scripts…
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Connect on Kubernetes: Content-level ContainerizationE. David Aja19m
Connect decouples publishing from runtime by running applications as containers on Kubernetes: Connect spawns pods via a launcher service that talks to the…
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How the R for Data Science (R4DS) Online Learning Community Made Me a Better StudentLydia Gibson11m
Joined R4DS Slack in July 2021 and goes from zero R to a master’s-grad data scientist at Intel by using RStudio/Posit Cloud, R Markdown, ggplot2 and extension…
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Validating and Testing R Dataframes with Pandera via reticulateNiels Bantilan22m
Shows that Pandera via reticulate validates R dataframes by calling Pandera schemas from R, using a conda env and reticulate to pass dataframes into Python and…
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Commit to Change: How to Increase Accessibility in Your Favorite Open Source ProjectsRose Franzen19m
Argues that accessibility must start upstream by removing barriers for disabled contributors and recommends concrete actions: add accessibility docs (status…
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How You Get Value as a 1-Person Posit Connect TeamSean Nguyen16m
Sole developer at a 45‑person VC firm proves a 30‑day trial scales: installs Posit Connect on a Google Cloud VM, builds automated pipelines that run every two…
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Solving a Secure Geocoding Problem (That Hardly Anybody Has)Tesla DuBois20m
Desktop GUI that geocodes patient addresses entirely on the local machine using shell, Docker, Postgres/PostGIS and Python, pulls county line files into a…
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The 'I' in Team: Peer-to-Peer Best Practices for Growing Data Science TeamsLiz Roten18m
Starts from a two-person R team and shows a real mishap: an internal counselor package update that changes font sizes in a ggplot2 theme, silently altering R…
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How I Learned to Stop Worrying and Love Public PackagesJoe Roberts20m
Compares CRAN/Bioconductor curation with PyPI permissiveness and shows concrete mitigations: use metrics like downloads, revision frequency and tests, run the…
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You Can Lead a Horse to Water...Changing the Data Science Culture for Veterinary ScientistsJill MacKay18m
Edinburgh's vet school chronicles ten years of embedding practical data skills: formal R teaching in undergrad and postgrad curricula, a data methods club that…
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Serenity Now, Productivity Later: Focus Your Project Stack with The Gonzalez MatrixPatrick Tennant20m
A simple claim: stop adding projects and prioritize by effort vs value using an adapted Eisenhower grid called the Gonzalez Matrix. Projects move to four…
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How to Help Developers Make Apps Users LoveMichał Parkoła19m
Appsilon presents a concrete process: an in-house Design Guide plus a simple Google Sheet planning and evaluation tool used in its third iteration across nine…
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Data Science in Production: The Way to a Centralized InfrastructureOliver Bracht20m
Covestro centralizes R and Python work with eoda and Posit into a replicable, staged platform: Posit Workbench on AWS with Kubernetes offhost sessions…
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Matching Tools to Titans: Tailoring Posit Workbench for Every CloudJames E. Blair18m
Posit Workbench runs as isolated EC2 instances on AWS SageMaker so each user picks an instance type and a runaway job only restarts that session; SageMaker…
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Using Data to Protect Traditional LifewaysAngie Reed20m
A tribal water program digitizes 15 years of field work: printing and scanning QR-coded bottle labels at ~134 sites May–Oct, logging chain-of-custody and…
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