Machine Learning Model Serving Patterns and Best Practices by Md Johirul Islam

Machine Learning Model Serving Patterns and Best Practices by Md Johirul Islam

Author:Md Johirul Islam
Language: eng
Format: epub
Publisher: Packt
Published: 2022-12-15T00:00:00+00:00


The disadvantages of this automatic trigger are the following:

The update may occur even though it is not needed yet, causing unnecessary use of resources.

It might stay unnoticed if the cron job has failed and it may be hard to debug. However, looking into the saved logs for the given cron job can provide some hints for debugging. You can read about the reasons for the failures of cron jobs here: https://blog.cronitor.io/4-common-reasons-cron-jobs-fail-ce067948432b.

Using continuous model evaluation to retrain



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