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...

ความคิดเห็น • 3

  • @nicop175
    @nicop175 2 หลายเดือนก่อน +5

    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.

    • @probabl_ai
      @probabl_ai  2 หลายเดือนก่อน

      That was a very satisfying message to read. Thanks for that!

  • @jonathanjayes
    @jonathanjayes 2 หลายเดือนก่อน +3

    Thank you - this was very informative - big ups pipelines!