The Rise of MLOps - Theofilos Papapanagiotou DataTalks.Club

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/



Join DataTalks.Club: https://datatalks.club​​