Data Science in Production Has Never Been So Easy

on YouTube ↗18m

" summary

Claims that Posit Connect removes the deployment friction between local R/Python development and production by replacing manual cron-like work with scheduling and monitoring that runs every fifteen minutes and alerts on failures. Describes a GitLab-backed workflow that auto-deploys via a required manifest.json, uses Posit Connect API to build an automation status report, hosts Quarto and Shiny storefronts, connects two-way to Snowflake (Snowpark Python UDFs) to score millions of records per day, and uses Posit Package Manager for automated internal package builds.

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" chapters (13)

1. 0:00Data science in healthcare
2. 1:07Manual to automated workflows
3. 3:16Switching from Windows Task Scheduler
4. 4:02Posit Connect benefits
5. 6:12Scheduling and sharing reports
6. 7:16Donor readiness prediction
7. 8:22Git model deployment
8. 9:49Connecting to live database
9. 11:40Database compute for jobs
10. 12:00Reducing boilerplate
11. 13:26Centralizing data deployment
12. 14:33Local to production insights
13. 15:16Q&A on Posit Connect

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