Hidden Technical Debt In Machine Learning Systems
Olivia Luz
Hidden technical debt in machine learning systems machine learning offers a fantastically powerful toolkit for building useful complex prediction systems quickly.
Here s an abstract from the paper. Hidden technical debt in machine learning systems. This paper argues it is dangerous to think of these quick wins as coming for free. Machine learning offers a fantastically powerful toolkit for building useful complex prediction systems quickly.
And indeed i found this wonderful research paper by google researchers ten of them actually it is titled hidden technical debt in machine learning systems. Long term maintenance of these ml systems is getting more involved than traditional systems due to the additional challenges of data and other specific ml issues 1. Machine learning offers a fantastically powerful toolkit for building useful complex prediction systems quickly. Request pdf hidden technical debt in machine learning systems machine learning offers a fantastically powerful toolkit for building useful com plex prediction systems quickly.
Custom transformers and pandas integration. Artificial intelligence ai and machine learning ml systems have a special ability to increase technical debt. P machine learning offers a fantastically powerful toolkit for building useful complexprediction systems quickly. This paper argues it is dangerous to think of these quick wins as coming for free.
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Using the software engineering framework of technical debt we find it is common to incur massive ongoing maintenance costs in real world ml systems. Hidden technical debt in machine learning systems felipe 23 mar 2020 29 mar 2020 paper summary machine learning engineering technical debt scikit learn pipelines.
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