6238 - 設計機器學習平台與系統架構
Machine Learning Solutions Architecture Design
教育目標 Course Target
本課程旨在使學生掌握 Linux 操作系統及 AI 應用部署，並深入了解容器技術及集群管理。學生將學會使用 Docker 和 Kubernetes 進行 AI 服務的安裝和管理，並學習建立和管理 AI 平台，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、AI 架構基礎、容器技術、Kubernetes集群管理及MLOps實踐，旨在為學生提供全面的 AI 系統架構和機器學習平台知識。
This course is designed to enable students to master the Linux operating system and AI application deployment, and gain an in-depth understanding of container technology and cluster management. Students will learn to use Docker and Kubernetes to install and manage AI services, and learn to build and manage an AI platform to support the full-process management and deployment of machine learning projects. This course covers Linux system foundation, AI architecture foundation, container technology, Kubernetes cluster management and MLOps practice, aiming to provide students with comprehensive knowledge of AI system architecture and machine learning platform.
參考書目 Reference Books
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/
評分方式 Grading
| 評分項目 Grading Method |
配分比例 Percentage |
說明 Description |
|---|---|---|
|
雲端服務帳號設定 Cloud service account settings |
20 | 註冊使用相關雲端服務 作業 |
|
Ubuntu安裝設定 Ubuntu installation settings |
20 | 操作Ubuntu系統 作業 |
|
Docker for AI 安裝設定 Docker for AI installation settings |
20 | 使用Docker服務 線上小考 |
|
期末報告 Final report |
30 | 專案期末報告 |
授課大綱 Course Plan
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課程資訊 Course Information
基本資料 Basic Information
- 課程代碼 Course Code: 6238
- 學分 Credit: 3-0
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上課時間 Course Time:Monday/5,6,7[M025]
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授課教師 Teacher:田振嘉
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修課班級 Class:資管系3,4,碩1,2
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選課備註 Memo:資管34可修，電腦教室
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