週次 |
日期 |
單元主題 |
第1週 |
2/17 |
Introduction |
第2週 |
2/24 |
Introduction-I: 5G, AI, Big Data, and Cloud Computing 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3週 |
3/03 |
Mathematical Programming: Linear Programming Nonlinear Programming Case Study: 5G (IEEE paper) Study feedback and sharing in class
Homework: 1. Find a subject and related papers
2. Make a literature review table |
第4週 |
3/10 |
Integer Programming Study feedback and sharing in class Homework: 專題研究計畫寫作工作坊人文場 https://youtu.be/TGCM_IdupQs
理工電資領域⼝說要領 | 2021 科學表達工作坊主講人:陳凱風 (物理系 教授)https://youtu.be/-VrZnHLRr8o |
第5週 |
3/17 |
Markov Decision Process-I: Stochastic Processes Markov Chains
First Passage Times
Case Study: AI, IoT (IEEE paper)
Study feedback and sharing in class
Homework:
1. Find a subject and related papers
2. Analyze paper structures, and make a draft proposal (Introduction/ Literature Review/ Approaches).
|
第6週 |
3/24 |
GCP 服務介紹-GCP 唐詩哲Paper reading and team presentations as mid-terms - AI and Big Data
Study feedback and sharing in class
|
第7週 |
3/31 |
Markov Decision Process-II: Classification of States of a Markov Chain
Long-Run Properties
Study feedback and sharing in class
Homework:
Watch video
1. 如何撰寫一篇優良的研究計畫書 - 20181005「107年科技部專題研究計畫寫作工作坊-人文場」計畫申請流程及計畫撰寫與審查重點: https://youtu.be/74OJOtEMpoU
2. 沒有靈感怎麼辦:「特徵清單」抄襲法https://youtu.be/8fmfuqP4Dw8
3. 5 個避免意外抄襲的方法 https://youtu.be/BMijE2LzzG4 |
第8週 |
4/07 |
Queueing Theory-I: Prototype Example Basic Structure of Queuing Models Examples of Real Queuing Systems
Introduction of Poisson distribution:
https://youtu.be/Cd1r98qABl8
Homework:
1. Watch the video: 20130417 簡報的設計原理與製作技巧 https://youtu.be/jw2JAw4CPV8
2. 學術中文寫作-研究計畫撰寫技巧 https://youtu.be/bk5PQKVNR6o
3. LaTeX study
|
第9週 |
4/14 |
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 subject and related papers
2. Survey for reference format (APA, IEEE, Chicago…)
3. Write a simple manuscript by LaTeX (Introduction/ Literature Review/ references). |
第10週 |
4/21 |
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11週 |
4/28 |
IEEE Paper reading: Paper reading and team presentations as mid-terms
- 5G and Cloud Computing
Study feedback and sharing in class
|
第12週 |
5/05 |
Weighted Interval Scheduling
Shortest Paths
Minimum Spanning Tree
Study feedback and sharing in class
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)
Study feedback and sharing in class
No Homework
|
第13週 |
5/12 |
Network Optimization Models-II: Assignment Model Knapsack Problem
Shortest-Path Problem
Minimum Spanning Tree Problem
Maximum Flow Problem |
第14週 |
5/19 |
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15週 |
5/26 |
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!
彈性教學
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
Homework: AWS report
|
第16週 |
6/02 |
IEEE Paper reading: Paper reading and team presentations as final exams
- 5G and Cloud Computing
Queueing system summary and application
Study feedback and sharing in class
|
第17週 |
6/09 |
彈性教學 (研究議題諮詢與分析)
|
第18週 |
6/16 |
彈性教學 (研究議題諮詢與分析)
|