9 Reasons why Machine Learning models not perform well in production

Reasons why a model starts degrading when put in production

Satyam Kumar
Towards Data Science
5 min readDec 12, 2020

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Image by LTD EHU from Pixabay, Edited using Pixlr

Machine Learning models are highly dependent on the quality and quantity of the dataset. Assuming that an ML model will work perfectly without maintenance once in production is a wrong assumption and represents the most common mistake.

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