Weekly roundup of MLOps and DataOps - Issue #2

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Weekly roundup of MLOps and DataOps
Weekly roundup of MLOps and DataOps - Issue #2
By Subbu Banerjee • Issue #2 • View online
Hello and welcome to the second issue of MLOPS. As is the norm you will find five hand curated links to top 5 essential reads in the MLOPS world

1. What Google learned from a decade of outages in ML
Usenix OPML 2020 conference had a lot of good talks on ML in production, however the one that really caught my eye was the presentation by Daniel and Todd. If you want a quick read here is the summary
How ML Breaks: A Decade of Outages for One Large ML Pipeline | USENIX
2. USENIX OPML2020
Usenix has dedicated an entire track to operationalzing ML. Excellent talks from companies detailing the issues and how they were solved.
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3. CD Foundation sigMLOPS
sig-mlops/MLOpsRoadmap2020.md at master · cdfoundation/sig-mlops · GitHub
4. 12 factors of reproducable MLOPS
5. Running ML code in container - a framework
GitHub - bodywork-ml/bodywork-core: MLOps framework for running model-training workloads and deploying model-scoring services on Kubernetes.
Finally a note of thanks to this weeks sponsors
AbundanceAI
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Subbu Banerjee

Weekly roundup of MLOps and DataOps

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