Kubeflow For Beginners – Build Pipelines On The Cloud

سرفصل های دوره

Learn Kubeflow by Example with Machine Learning - Deploy ML AI Pipelines on Google Cloud Platform - Kubernetes & AWS

1 - What Are Containers Virtual Machines Introduction

1 - What Are Containers Virtual Machines 101 Kubeflow

2 - How Do Containers Work

3 - Isolation Differences Between Virtual Machines Containers

4 - Modular Adaptability Customization Of Containers

5 - Portability Flexibility From VMs and Containers

2 - What Is Kubernetes Fundamentals

6 - Quick Note Kubernetes Section

7 - Introduction To Kubernetes Container Deployment

8 - Tradition Virtual Deployment Eras

9 - The Container Deployment Era Benefits

10 - Kubernetes Container Benefit Recap

11 - Why Use Kubernetes

12 - How is Kubernetes Useful

13 - Kubernetes Review

3 - Kubernetes Clusters Fundamentals

14 - What is a Kubernetes Cluster Containers Hosts

15 - Worker Nodes The Master Node

16 - Kubernetes Microservice Application Example Part I

17 - Kubernetes Microservice Application Example Part II

4 - What Is Kubeflow Introduction

18 - How Machine Learning Benefits From Kubernetes

19 - Kubeflow Beginning with TFX

20 - How Kubefow Makes It Easier For Developers

21 - How Kubeflow Works Basics

5 - Kubelfow Project Set Up Google Cloud Platform GCP

22 - Important Note Codelab GCP Billing

23 - Learn Kubeflow Lab Overview

24 - Set Up A Google Cloud Platform Project for The Kubeflow Example

25 - GCP GCloud Config Kubeflow Project Setup

26 - Create A Bucket For Kubeflow Example Storage

27 - Deploy A Kubeflow Pipeline Kubernetes Engine Part I

28 - Deploy A Kubeflow Pipeline Kubernetes Engine Part II

29 - Google Cloud Pipeline Billing And Budget Alerts

30 - Set Up GKE Cluseter

31 - Request GPU Quota Process

32 - Request GPU Quota Process Once Approved

6 - Kubeflow Run A Pipeline From UI Google Cloud Platform GCP

33 - Kubeflow Run A Pipeline From UI Google Cloud Platform GCP

34 - Upload Yaml Pipeline Config Kubeflow File

34 - pipeline.zip

35 - Input Parameters For Kubeflow Pipeline Run

36 - Kubeflow Pipeline Runs Events Logs

37 - Pipeline Deployment Checkpoint Deprecated Example

38 - Iterative Recursive Example For Kubeflow Pipeline Completion

39 - Quick Look at Kubeflow Teardown Command

40 - Optional Deploying A Notebook WIth AI Platform GCP Kubeflow

41 - Optional Kubeflow on AWS

42 - One Last Chance to Make This Course Better for Your Permanent Learning Library

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تولید کننده: Udemy-Training