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Real-World Consequences of Model Drift Explained
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Aug 6, 2025
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So talking about the real world
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So talking about the real world
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So talking about the real world consequences like I mean we talked about
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consequences like I mean we talked about
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consequences like I mean we talked about like theoretical the percentage numbers
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like theoretical the percentage numbers
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like theoretical the percentage numbers and all this stuff but what are the real
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and all this stuff but what are the real
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and all this stuff but what are the real world consequences? I'm bringing a few
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world consequences? I'm bringing a few
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world consequences? I'm bringing a few examples in different industries which
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examples in different industries which
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examples in different industries which can help you relate the real world
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can help you relate the real world
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can help you relate the real world consequences of uh the model drift.
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consequences of uh the model drift.
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consequences of uh the model drift. Right? So if you if you just pick up
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Right? So if you if you just pick up
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Right? So if you if you just pick up manu manufacturing industry uh image
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manu manufacturing industry uh image
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manu manufacturing industry uh image classification can lose up to 25 27%
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classification can lose up to 25 27%
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classification can lose up to 25 27% accuracy within 6 months. Like if you
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accuracy within 6 months. Like if you
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accuracy within 6 months. Like if you translate that to that will translate to
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translate that to that will translate to
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translate that to that will translate to roughly $3.2 2 million annual waste and
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roughly $3.2 2 million annual waste and
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roughly $3.2 2 million annual waste and potential like you can have bunch of
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potential like you can have bunch of
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potential like you can have bunch of different product recalls
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different product recalls
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different product recalls in healthcare which is uh critical
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in healthcare which is uh critical
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in healthcare which is uh critical industry even if the model starts with
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industry even if the model starts with
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industry even if the model starts with 94% sensitivity right so that's pretty
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94% sensitivity right so that's pretty
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94% sensitivity right so that's pretty high sensitivity