Pipelines for convenience, *and* safety
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- เผยแพร่เมื่อ 4 มิ.ย. 2024
- There are many reasons to appreciate pipelines in scikit-learn. They are relatively easy to declare, they are expressive ... but they are also typically safer! This is an under appreciated aspect of pipelines which is why this video is all about exploring what might go wrong if you don't use pipelines.
00:00 Introduction
00:47 Notebook
03:17 pd.get_dummies
05:17 First Error
07:00 Production
12:13 Pipelines!
The code for this video can be found on our youtube appendix:
github.com/probabl-ai/youtube...
I have been fighting with the team the whole 2023 about the usage of pipelines and columntransformers.
Happily they finally agree. Your series would have helped a lot to try and convince them.
That was a very satisfying message to read. Thanks for that!
Thank you - this was very informative - big ups pipelines!