Smart Manufacturing by Anthony Tarantino

Author:Anthony Tarantino [Tarantino, Anthony]
Language: eng
Format: epub
ISBN: 9781119846628
Publisher: Wiley
Published: 2022-04-25T00:00:00+00:00

Machine Learning Pipelines

Given the continuous nature of machine learning, it may make sense to have a pipeline, much like you would for data science. Pipelines may also offer cost-saving techniques such as active learning, which are beyond the scope of this chapter. Machine learning pipelines can easily become a greater time and maintenance sink than the models they were used to build.8 If your needs are met by one of the many existing free or paid pipelines, these will almost always offer more features than a pipeline you build yourself.

Having a pipeline can also be beneficial by allowing integration of automated tests to check whether the model is performing well. Organizing and tracking model performance can help diagnose issues and regressions before they cause major issues.

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