週次 |
日期 |
單元主題 |
第0週 |
|
Watch video(期刊論文閱讀技巧-彭明輝教授)
https://www.youtube.com/watch?v=2RCbU7haayo&t=84s
國立臺灣大學葉丙成教授─如何讓學生真正有熱情與 動機「學習」?
https://youtu.be/DeoAcgEVqsc |
第1週 |
2/21 |
Introduction-I: 5G, AI, Big Data, and Cloud ComputingStudy feedback and sharing in class
Homework: Watch video(研究生的核心能力 ─ 從文獻回顧到批判 與創新-彭明輝教授) https://youtu.be/jZnYuPavCvA |
第2週 |
2/28 |
放假 |
第3週 |
3/07 |
Mathematical Programming: Linear Programming Nonlinear Programming
Case Study: 5G (IEEE paper)
Study feedback and sharing in class
Homework:
1. Find a paper
2. Define a simple question (related to LP, IP, or NP) , analysis, and solve |
第4週 |
3/14 |
Integer Programming,
Study feedback and sharing in class
No Homework |
第5週 |
3/21 |
AWS 服務介紹-AWS 唐詩哲
Markov Decision Process-I: Stochastic Processes Markov Chains
First Passage Times
Case Study: AI, IoT (IEEE paper)
Study feedback and sharing in class
No Homework |
第6週 |
3/28 |
Markov Decision Process-II: Classification of States of a Markov Chain
Long-Run Properties
Study feedback and sharing in class
Homework:
1. Find a paper
2. Define a simple question (related to MC, or MDP) , analysis, and solve |
第7週 |
4/04 |
春假 |
第8週 |
4/11 |
Queueing Theory-I: Prototype Example Basic Structure of Queuing Models Examples of Real Queuing Systems
Homework:
Watch video(如何撰寫一篇優良的研究計畫書 -馬偕醫 學院魏耀揮校長) https://youtu.be/rFmp0mSg2Qs
沒有靈感怎麼辦:「特徵清單」抄襲法https://youtu.be/8fmfuqP4Dw8
5 個避免意外抄襲的方法 https://youtu.be/BMijE2LzzG4 |
第9週 |
4/18 |
Paper reading and team presentations (part I) as mid-terms - AI and Big Data
Study feedback and sharing in class |
第10週 |
4/25 |
Paper reading and team presentations (part II) as mid-terms - AI and Big Data
Study feedback and sharing in class |
第11週 |
5/02 |
Queueing Theory-II: The Role of the Exponential Distribution The Birth-and-Death Process
Queuing Models Based on the Birth-and-Death Process Adaptive Bitrate (ABR) Streaming
Case Study: AI, 5G, cloud computing (IEEE paper)
Study feedback and sharing in class
Homework:
1. Find a paper
2. Define a simple question (related to queueing system ) and solve |
第12週 |
5/09 |
Network Optimization Models-I: Graphs Study feedback and sharing in class
Network Optimization Models-III: Minimum Cost Flow Problem Maximum-flow and Min-cut, Bipartite Matching
Traffic Load Scheduling
Case Study: IoT, cloud computing (IEEE paper)
Study feedback and sharing in class
No Homework |
第13週 |
5/16 |
IEEE Paper reading: Paper reading and team presentations as mid-terms
- 5G and Cloud Computing
Study feedback and sharing in class
Homework:
Watch video : 20130417 簡報的設計原理與製作技巧 https://youtu.be/jw2JAw4CPV8
學術中文寫作-研究計畫撰寫技巧
https://youtu.be/bk5PQKVNR6o
研究方法&論文寫作與發表 2——Writing is Craftsmanship,彭台光教授 https://youtu.be/1BrtPVEl5AE |
第14週 |
5/23 |
Weighted Interval Scheduling
Shortest Paths
Minimum Spanning Tree
Study feedback and sharing in class
Network Optimization Models-II: Assignment Model Knapsack Problem
Shortest-Path Problem
Minimum Spanning Tree Problem
Maximum Flow Problem
5G and Cloud Computing Technologies: Multi-access Edge Computing,
Software Defined Networking (SDN)
Network Function Virtualization (NFV),
Content Distribution Network (CDN) Virtualization: Resource Management
Case Study: 5G, cloud computing (IEEE paper) 邱漢的博論
Study feedback and sharing in class
No Homework |
第15週 |
5/30 |
IEEE Paper reading: Students’ class presentation as final report -topics: 5G, AI, Big Data, Cloud Computing
Study feedback and sharing in class
No Homework |
第16週 |
6/06 |
雲端是什麼,AWS 又能做什麼?
案例分享:客戶應用分享
小組討論:AWS 能夠做哪些應用? |
第17週 |
6/13 |
AWS 核心服務
加強雲端安全性
實驗室: 開啟你第一台 AWS 虛擬機來進行操作! |
第18週 |
06/20 |
AWS 架構設計原則,需求驅動架構設計
小組討論:網站建置在 AWS 上的架構設計 |