| 課程大綱 Syllabus |
學生學習目標
Learning Objectives |
單元學習活動
Learning Activities |
學習成效評量
Evaluation |
備註
Notes |
序
No. | 單元主題
Unit topic |
內容綱要
Content summary |
| 1 | Course introduction (課程介紹) |
Introduction to the course roll-out based on ACF (AWS Academy Cloud Foundations) and AMLF(AWS Academy Machine Learning Foundations) and how we will evaluate student's learning progress through the lab exercise, final project and the exam. |
Understand the course objective and review it in your academic plan or career development. Then, you will be able to realize how to start up the AWS cloud computing lab exercise with the username and password registered. |
上機實習
討論
講授
實作
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| 2 | Cloud Concepts Overview (雲端運算概念) |
1. Cloud Computing Definition
2. Cloud Service Model
3. Cloud Computing Deployment Model
4. Advantage of Cloud Computing
5. Introduction to AWS and the Core Services |
Establish the basic concepts including the cloud computing deployment and services models from the real examples and the design perspective of AWS. |
上機實習
討論
講授
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| 3 | AWS Cloud Architecture (AWS 雲架構) |
1. Architecture: designing and building
2. AWS Well-Architected Framework
- Operational Excellence
- Security
- Reliability
- Performance Efficiency
- Cost Optimization
3. AWS Cloud Infrastructure |
Learn the cloud computing service architecture and core value positioning of AWS, and become a Cloud Architect after obtaining a license in the future. |
上機實習
討論
講授
實作
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| 4 | AWS Global Infrastructure Overview (AWS 全球設施及雲服務介紹) |
1. AWS Global Infrastructure (AWS 全球設施)
2. AWS service and service category overview(主要雲核心服務) including Computation(計算)、Security(資安)、Storage(儲存)、 Private Network(網路)、Database(資料庫) 、 Auto-scaling and Load Balance (自動調整及負載平衡) |
Learn various AWS cloud computing core services, complete the design and implementation online, and understand its operation mode |
上機實習
討論
講授
實作
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| 5 | AWS Cloud Security (雲資安介紹) |
1. AWS shared responsibility model
2. AWS Identity and Access Management (IAM)
3. Securing a new AWS account
4. Securing accounts
5. Securing data on AWS
6. Working to ensure compliance |
Students can learn how to use IAM to verify identity including user group, role and access management of resources, and maintain the security of personnel control and resource access through rules and policy. |
上機實習
討論
講授
實作
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實驗
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| 6 | AWS Cloud Services Labs (AWS 雲服務實作) |
1. Networking and Content Delivery (VPC , Route 53)
2. Compute (EC2, Lambda, Beanstalk)
3. Storage (EBS, EFS, S3)
4. Databases (RDS, DynamoDB, Redshift, Aurora)
5. Elastic Load Balancing (ELB) |
Learn how to use the major cloud services provided by AWS cloud to build up the cloud computing system as an architect in the designed lab environment. |
上機實習
討論
講授
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實驗
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| 7 | Cloud Computing Application(雲端運算服務應用) |
1. AWS IoT (物連網架構)
2. AWS Academy Machine Learning Foundation (機器學習概論) |
Let students understand how to use the functions provided by AWS to achieve IoT and machine learning solutions |
上機實習
討論
講授
實作
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實驗
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| 8 | AWS Academy Machine Learning Foundation Lab(機器學習基礎 實作) |
1. Machine Learning (ML) Descriptions (機器學習敘述)
2. Use Amazon SageMaker to implement ML pipeline (實現機器學習管線程序)
3. Forecasting (電腦預測)
4. Computer vision (電腦視覺處理)
5. Natural Language processing, NLP(自然語言處理) |
Using cloud computing resources to learn AI artificial intelligence and how to build up machine learning pipeline from data processing, training and inference procedures. |
上機實習
討論
講授
實作
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實驗
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| 9 | Final Project(期末專題) |
Final Project deliver(說明)
1. Requirement and specification (規格要求)
2. Schedule and dateline (完成期限)
3. Report in course and demo (報告並展示) |
Be able to use all the knowledge learning from the course to build up an web applications based on the services provided in AWS learner lab environment. |
上機實習
實作
心得發表
個別或小組指導
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專題
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| 10 | Course conclusion and AWS exam certification (認證考試) |
1. Make conclusion and the overall review on the course.
2. introduce possible future development directions, further education courses
3. Introduce AWS training and certifications after passing the exam.
4. Q&A |
To refresh the key learning points of the course and know about the value or what can be achieve for their career plan if they can pass the exam and earn the certification associated. |
講授
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彈性教學
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| 11 | Final Exam (期末測驗) |
To simulate the AWS certification exam including ACF and AMLF. |
To earn the experience of certification exam using the similar test. |
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期末考
彈性教學
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