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For anomaly detection, does your team have to worry about concept drift and data distribution shifts? If so, how do you combat that?
by mendeza 4y ago
For anomaly detection, does your team have to worry about concept drift and data distribution shifts? If so, how do you combat that?
- michaelgygli 4y agoGreat question. Yes, that's a big topic for us. We closely monitor production metrics to detect things like input changes and output drift. This allows us to automatically detect if something changes, so that we can trigger retraining and redeployment.
- gyglim 4y agoWe built a lot of this in-house though, as we didn't find suitable existing tooling for that