本課程旨在使學生掌握Linux操作系統及其網路設置，並深入了解容器技術及其集群管理。學生將學會使用Docker和Kubernetes進行容器服務的安裝和管理，並學習建立和運營MLOps平台如Kubeflow，從而支持機器學習專案的全流程管理與部署。本課程涵蓋Linux系統基礎、容器技術、Kubernetes集群管理及MLOps實踐，旨在為學生提供全面的系統架構和機器學習平台知識。This course aims to enable students to master the Linux operating system and its network settings, and to gain an in-depth understanding of container technology and its cluster management. Students will use Docker and Kubernetes to install and manage container services, and learn to establish and operate MLOps platforms such as Kubeflow, thereby supporting the full process management and deployment of machine learning projects. This course covers Linux system basics, container technology, Kubernetes cluster management and MLOps implementation, and aims to provide students with a comprehensive knowledge of system architecture and machine learning platform.
git https://git-scm.com/book/en/v2
ubuntu https://help.ubuntu.com
Kubernetes https://kubernetes.io/docs/home/
Nvidia https://www.nvidia.com/en-us/learn/certification/
https://www.nvidia.com/zh-tw/training/online/
git https://git-scm.com/book/en/v2
ubuntu https://help.ubuntu.com
Kubernetes https://kubernetes.io/docs/home/
Nvidia https://www.nvidia.com/en-us/learn/certification/
https://www.nvidia.com/zh-tw/training/online/
| 評分項目 Grading Method | 配分比例 Grading percentage | 說明 Description |
|---|---|---|
| 雲端服務帳號設定雲端服務帳號設定 Cloud service account setting |
10 | 註冊使用相關雲端服務 |
| Ubuntu安裝設定Ubuntu安裝設定 Ubuntu installation settings |
30 | 架設Ubuntu系統 |
| Containers安裝設定Containers安裝設定 Containers installation settings |
30 | 使用Containers服務 |
| Kubernetes安裝設定Kubernetes安裝設定 Kubernetes installation settings |
20 | 架設Kubernetes 叢集 |
