Kubeflow: Cloud Native ML Toolbox

Описание: 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-...
📈 Sample Pipelines: https://github.com/CloudXLR8R/kubeflo...
📈 Deploying Kubeflow: https://www.linode.com/docs/guides/ho...
📈 MiniKF: https://www.kubeflow.org/docs/started...

Thanks to Daniele Polencic (  / danielepolencic  ) for his help on the video 🙌

My Twitter:   / 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