Submitted by Fender6969 t3_11ujf7d in MachineLearning
gamerx88 t1_jctp6px wrote
Reply to comment by fullstackai in [D] Unit and Integration Testing for ML Pipelines by Fender6969
Is there a reason why you feel there is need for such rigour? 100% is quite an overkill even for the typical software projects IMO.
You probably end up having to write tests for even simple one liner functions which gets exhausting.
fullstackai t1_jcttgyd wrote
Should have been more precise. 100% of what goes into any pipeline or the deployment gets tested. We deploy many models on the edge in manufacturing. If the model fails, the production line might stand still. Can't risk that.
gamerx88 t1_jcx0t9r wrote
Ah, that makes sense.
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