60 min listen
The Rise of MLOps - Theofilos Papapanagiotou
FromDataTalks.Club
ratings:
Length:
63 minutes
Released:
Feb 5, 2021
Format:
Podcast episode
Description
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
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
Released:
Feb 5, 2021
Format:
Podcast episode
Titles in the series (100)
Becoming a Data-led Professional - Arpit Choudhury by DataTalks.Club