Kubeflow: Cloud Native ML Toolbox
Do you know what is Kubeflow capable of doing? In this video you will learn about the components included in Kubeflow, a cloud native ML toolbox. You will also see how Kubeflow pipelines can help in creating end-to-end machine learning pipelines that can operate at scale.
? Kubeflow docs: https://www.kubeflow.org/
? Notebook Pipeline: https://github.com/learnk8s/kubeflow-pipelines-demo
? Sample Pipelines: https://github.com/CloudXLR8R/kubeflow-sample-pipelines
? Deploying Kubeflow: https://www.linode.com/docs/guides/how-to-deploy-kubeflow-on-linode-kubernetes-engine/
? MiniKF: https://www.kubeflow.org/docs/started/workstation/getting-started-minikf/
Thanks to Daniele Polencic (https://twitter.com/danielepolencic) for his help on the video ?
My Twitter: https://twitter.com/SoulmanIqbal
00:00 Kubeflow Intro
00:58 ML Challenges
01:50 Containers
02:18 Kubernetes
03:06 Kubeflow Components
06:03 Demo
06:37 Notebooks
07:00 Pipelines
08:32 Model Serving
10:45 Hyperparameter Tuning
11:18 Recap
Видео Kubeflow: Cloud Native ML Toolbox автора Молодежный Python-портал
Видео Kubeflow: Cloud Native ML Toolbox автора Молодежный Python-портал
Информация
4 декабря 2023 г. 3:39:15
00:11:45
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