Resources

Posit Videos

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Model cards with vetiver for transparent, responsible reporting
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Connecting Shiny Apps to Databases with Posit Team
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Running tidymodel prediction workflows inside databases with orbital and Snowflake
This end-to-end workflow makes it easier to implement models and scale insights across your organization using Posit and Snowflake.
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Easy, Scalable & Professional PDFs with Shiny & Posit Team
This workflow demonstrates how to save time by dynamically creating PDFs using Quarto and Shiny, while also showcasing the beautiful possibilities Typst offers for PDF design.
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Data-level permissions using Posit Connect (with Databricks, Snowflake, OAuth)
The Connect team joined us for a demo on inheriting data-level permissions using Posit Connect and Databricks Unity Catalog. While this workflow uses Databricks to illustrate federated data access controls, this same methodology can also be applied to Snowflake or any external data source that supports OAuth.
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How to create editable data tables in Shiny for Python
Editable tables are a recently developed feature for Shiny for Python, allowing the table itself to become an input value, so your app can react to—and use—the data your user enters.
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How to use pins + Shiny for ever-changing data
Isabella Velásquez demonstrates a streamlined workflow for handling frequently updated datasets in Shiny. You'll see how to simplify your process for keeping dynamic data current and how to reflect those changes in your app or dashboard.
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Predicting Lending Rates with Databricks, tidymodels, and Posit Team
Garrett Grolemund at Posit shows how to use both Posit and Databricks to apply machine learning methods to the consumer credit market, where accurately predicting lending rates is critical for customer acquisition.
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How to bring modern UI to your Shiny apps
Join Garrett Grolemund at Posit to learn how to theme and brand your own apps.
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How to write and deploy a Python web app with Shiny Express and Posit Team
Winston Chang at Posit joined us to share a quicker and simpler way of writing Shiny applications in Python, called Shiny Express.
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How to collaborate effectively with other data scientists (version control, project sharing, etc.)
We were joined by Ryan Johnson for a session dedicated to enhancing teamwork.
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How to build a model annotation tool with FastAPI, Quarto & Shiny for Python
Gordon Shotwell, Senior Software Engineer at Posit walks through an end-to-end machine learning workflow with Posit Team. This demo will give you a robust pattern for hosting and sharing models on Connect before you deploy them to a customer-facing system.
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How to train, evaluate, and deploy a machine learning workflow with tidymodels & Posit Team
Simon Couch from the tidyverse team at Posit joined us to walk through an end-to-end machine learning workflow with Posit Team. 
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How to mitigate package security risks with Posit Package Manager
The popularity of R and Python for Data Science is in no small part attributable to the vast collection of extension packages available for everything from common tasks like data cleaning to highly-specialized domain-specific functions. However, with that ease of sharing packages comes a larger target for bad actors trying to exploit them. We'll explore these security risks along with approaches you can take to mitigate them using Posit Package Manager.
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How to keep data up-to-date with 6 pins workflows (aka avoid data-final.csv & data-final-final.csv)
Pins (both for R & Python) is a package that a bunch of people at the Data Science Hangout wish they knew about earlier. It allows you to publish and share objects (data, models, etc.) across projects and with your colleagues.
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How to schedule a Quarto document with custom branding on Posit Connect
We’ll show you how to deploy company branded reports and schedule updates to be emailed out to your business stakeholders every day so you can get time back in your day.
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How to deploy a Shiny application using clinical trial data to Posit Connect
Open source is changing how drug development happens. Clinical teams are making better decisions, working through clinical trials more confidently, and bringing life-changing drugs to market faster. One way that teams are doing this is with Shiny.
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How to build business reports with Quarto
How do you create the report look and feel that your leadership team expects? Christophe Dervieux at Posit joined us to share how to style Quarto docs and send scheduled email updates to required stakeholders.
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How to develop and deploy a machine learning model with Posit
While data scientists are often taught about training a machine learning model, building a reliable MLOps strategy to deploy and maintain that model can be daunting.
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How to automate your reporting with Quarto Dashboards and Posit Connect
Get ready to up your reporting game! Isabella Velásquez dives into the practical side of lightweight dashboards made with Quarto, the next-generation R Markdown, and Posit Connect, our premier publishing platform.

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