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DataTalks.Club

The Rise of MLOps - Theofilos Papapanagiotou

Feb 5, 2021
01:02:50

We covered:

  • What is MLOps
  • The difference between MLOps and ML Engineering
  • Getting into MLOps
  • Kubeflow and its components, ML Platforms
  • Learning Kubeflow
  • DataOps 

And other things


Links:

  • Microsoft MLOps maturity model: https://docs.microsoft.com/en-us/azure/architecture/example-scenario/mlops/mlops-maturity-model
  • Google MLOps maturity levels: https://cloud.google.com/solutions/machine-learning/mlops-continuous-delivery-and-automation-pipelines-in-machine-learning
  • MLOps roadmap 2020-2025: https://github.com/cdfoundation/sig-mlops/blob/master/roadmap/2020/MLOpsRoadmap2020.md
  • Kubeflow website: https://www.kubeflow.org/
  • TFX Paper: https://research.google/pubs/pub46484/


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