LibraryScenariosWhen shipping a model is fine but keeping it alive isn't
Scenario

When shipping a model is fine but keeping it alive isn't

I can get a model into production now, which felt impossible a year ago. But then the real world keeps shifting under it, and watching for drift, catching when it goes stale, retraining it in time, all of that piles up until I'm drowning. Shipping it was the easy part.

Aurelius
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More people experience this than they realize.

What we've seen

You can ship a model, but monitoring and retraining it as the world drifts overwhelms you.

If this sounds familiar, the Library can help you find the bigger picture.