How to standardize access & ensure consistent data in data products with FastAPI & Posit Team

Episode 4: Standardizing access & ensuring consistent data in data products (using FastAPI and Posit Team)
Led by: Ryan Johnson, Data Science Advisor
Follow-up links:
* Posit Team: posit.co/produ...
* Talk to us directly: posit.co/sched...
* Follow-along blog post: posit.co/blog/...
* Source code for example: github.com/ryj...
* Posit Team demo resources: pos.it/demo-resources
* Q&A session link: kzbin.info...
Timestamps:
1:22 - Overview of Posit Team (Posit Workbench, Posit Connect, Posit Package Manager)
2:46 - Overview of demo workflow
3:18 - Introduction to APIs - what are they and why would you use them?
6:39 - Introduction to the data used in the example
7:31 - Building the FastAPI (data gateway in this example)
10:00 - Launching a VS Code session in Posit Workbench
13:20 - Deploying FastAPI from Workbench to Posit Connect
13:58 - Deployed FastAPI in Swagger interface on Posit Connect
15:27 - Authentication of the API
16:14 - Querying the FastAPI from Jupyter Notebook
18:02 - Querying the FastAPI from a Shiny application
On the last Wednesday of every month, we host a Posit Team demo and Q&A session that is open to all. You can use this to add the event to your own calendar.
Who are these monthly demos for?
Everyone is welcome to join us - regardless of industry, background, or experience!
We will discuss topics that will speak to:
* Data scientists and administrators new to Posit Team or are looking to grow their understanding of our toolchain,
* Teams searching for a new analytic platform built to support open-source data science,
* And, those that are just curious about Posit Team!
What you can expect from the monthly Posit Team demo:
During the session, we will walk through an end-to-end data science workflow and demo the core functionality of Posit Team while highlighting some of our latest features!
While each session's content will vary slightly, here are a few core topics we will address each month:
* Open Source Analytics: The future of data science is open source. We'll discuss methods for leveraging open-source tools and packages in a secure and scalable way!
* Deployment: How to share the amazing data science assets your Team has built, including web applications, machine learning models, APIs, and more!
* Data Access: Data comes in various forms and is stored in various ways. We'll discuss best practices for accessing, reading, and writing data!
* Job Scheduling: Do you have recurring data science jobs? We'll show you how to automate these processes using Posit Connect.
What is Posit Team?
Posit Team is a bundle of our popular professional software (Posit Workbench, Posit Connect, and Posit Package Manager) for developing data science projects, publishing data products, and managing packages.
Registration is not required. The event will be streamed through KZbin Premiere.

[@TURALOWEN]

Thank you for the demo! This is amazing

[@jatinjethawa7150]

Hi,can you tell me how to create posit connect instance we will deploying the fastapi app?