本課介紹雲端計算相關的技術,包含虛擬化技術、資料中心管理、邊緣計算系統、深度學習、5G/IOT技術等等議題。因為這些技 術逐年進步,所以會以論文為主要教材,搭配三個作業來加深學生對相關技術的認識....This course introduces cloud computing-related technologies, including virtualization technology, data center management, edge computing systems, deep learning, 5G/IOT technology and other topics. Because these technologies are improving year by year, the scholarly paper will be used as the main textbook, and three assignments can deepen students’ understanding of related technologies.
課程簡述
Brief course description
本課介紹雲端計算相關的技術,包含虛擬化技術、資料中心管理、邊緣計算系統、深度學習、5G/IOT技術等等議題。因為這些技 術逐年進步,所以會以論文為主要教材,搭配三個作業來加深學生對相關技術的認識。期末會有final project來進一步分析了 解有興趣的議題。
This course introduces cloud computing-related technologies, including virtualization technology, data center management, edge computing systems, deep learning, 5G/IOT technology and other topics. Because these technologies are improving year by year, the thesis will be used as the main textbook, and three assignments can deepen students’ understanding of related technologies. Final project will be assigned for students to further analyze and understand related topics of interest.
課程大綱
Syllabus
♠ Goals ♠ | Introduction to cloud computing and its techniques, issues, |
andecosystems. | |
♠ References : | Class notes and selected journal/conference papers. |
♠ Contents : | - Introduction to Cloud Computing |
- Infrastructure as a Service (IaaS) - Server virtualization - Memory virtualization - IO virtualization - GPU virtualization - Data center management - Resource management - VM migration - Memory consolidation - Power management - Edge computing system - 5G/IOT - Container technology - Orchestration tools - IOT - Systems and architectures for AI applications - AI training - AI inference - AI systems - AI architecture - Presentation | |