Stop using plain Python scripts (do this instead)

Publié le: 19 décembre 2023
sur la chaîne: Doug Mercer

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One of the most frustrating parts of the workday is doing something that you know could be automated, but just… isn’t yet.

In this video, we use Prefect to schedule a Python script to run every week. After, we find that scheduling was really only the first of five problems, and we use Prefect to solve all of them.

You'll learn how just one Python library, Prefect, and a few minor changes to your code can allow you to:
Schedule your Python Script to run on local or remote systems
Handle Errors with Retries
Monitor your workflows in an incredibly powerful web-based UI
Parallelize and scale your code's using on-prem compute clusters or Cloud platforms
Persist Python results and Markdown reports
and more...

Prefect changed the way that our data science and machine learning focused research team approached scripting.

Chapters
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00:00 Intro
01:38 I want to take Monday off
03:28 I don’t want to babysit code
06:35 No one knows what’s going on
10:33 My code is embarrassingly slow
12:41 I keep throwing away our data
13:47 Wrap-Up

Special thanks to Siara M. for making artwork used in the intro sequence.

#python #prefect #scheduling #scripting #mlops

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