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The Modern ML Monitoring Mess: Rethinking Streaming Evaluation (1/4)

sh-reya.com · published 29 November 2021

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https://huyenchip.com/2020/12/30/mlops-v2.html
huyenchip.com
https://www.google.com/search?q=ml+monitoring+is+hard&oq=ml+monitoring+is+hard
google.com
https://twolodzko.github.io/ml-checklist.html
twolodzko.github.io
https://www.kdnuggets.com/2021/03/machine-learning-model-monitoring-checklist.html
kdnuggets.com
https://deepchecks.com/ml-model-monitoring-checklist-things-you-should-look-out-for/
deepchecks.com
Monitoring Machine Learning Models in Production Read at the source ↗
christophergs.com
http://proceedings.mlr.press/v97/recht19a/recht19a.pdf
proceedings.mlr.press
https://arxiv.org/abs/2104.14337
arxiv.org
https://openreview.net/pdf?id=j6NxpQbREA1
openreview.net
https://www.argmin.net/2021/09/21/models-are-wrong/
argmin.net
https://en.wikipedia.org/wiki/Receiver_operating_characteristic
en.wikipedia.org
https://neptune.ai/blog/retraining-model-during-deployment-continuous-training-continuous-testing
neptune.ai
https://www.phdata.io/blog/when-to-retrain-machine-learning-models/
phdata.io
https://evidentlyai.com/blog/retrain-or-not-retrain
evidentlyai.com
https://mlinproduction.com/model-retraining/
mlinproduction.com
https://www.atlassian.com/incident-management/kpis/sla-vs-slo-vs-sli
atlassian.com
https://agilemanifesto.org/
agilemanifesto.org
https://success.outsystems.com/Documentation/11/Managing_the_Applications_Lifecycle/Monitor_and_Troubleshoot/The_APDEX_Performance_Score
success.outsystems.com
https://twitter.com/AlexTamkin
twitter.com
https://twitter.com/rogarcia_sanz
twitter.com
https://twitter.com/pschafhalter
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