AI 雲端運算實務 (AI Cloud Computing Practices)

(Score and Attendance) Schedule
EE300130 AI雲端運算實務 (大四 (二)567 I627)
授課老師 (Teacher): 王經篤 (Jing-Doo Wang) (jdwang@asia.edu.tw, I517, Ext:1847)
AWS Academy Machine Learning Foundations [35678]
AWS Academy Machine Learning for Natural Language Processing [36099]
  • AWS Academy Learner Lab [36100]
    • How to hand out the result of Labs ? (By Okto)
    (個人作業) 一品堂中醫-網頁資訊擷取與分析
    (期末小組) (小組)亞洲大學資工系{服務學習內涵課程}-一品堂中醫診所－網頁資訊分析（醫師 vs 專長）（醫師 vs 特別門診）
    參考書
    (基礎) 大話AWS雲端架構：雲端應用架構圖解輕鬆學(第三版)
    (出版商：博碩　書號：MP22258　 (作者：李秉鴻、周廷諺、何松穎) (ISBN： 9786263333123) (上市日：2022/12/1)
    (團體訂購優惠: 博碩文化 中區業務經理 林世昌（Rick Lin）Cell Phone：0925-275-775 LINE ID 0925275775 Mail：rick@drmaster.com.tw ))
    (進階) AWS CDK 完全學習手冊：打造雲端基礎架構程式碼 IaC（iT邦幫忙鐵人賽系列書）
    (出版商：博碩　書號：MP22156) (作者：林侃賦（Clarence） 著) (ISBN： 978-986-434-920-3) (上市日：2021/7/24)
    (For AWS Certification Exam) AWS Cheat Sheets (From: Neal, Founder of Digital Cloud Training）
    Module 1 – Welcome to AWS Academy Machine Learning Foundations

    Pre-Course Survey
    How to complete lab exercises
    Module 2 – Introducing Machine Learning
    Demo - Amazon Sagemaker
    Module 2 Knowledge Check
    Module 3 – Implementing a Machine Learning pipeline with Amazon SageMaker
    Lab 3.1 - Amazon SageMaker - Creating and importing data
    Lab 3.2 - Amazon SageMaker - Exploring Data
    Lab 3.3 - Amazon SageMaker - Encoding Categorical Data
    Lab 3.4 - Amazon SageMaker - Training a model
    Lab 3.5 - Amazon SageMaker - Deploying a model
    Lab 3.6 - Amazon SageMaker - Generating model performance metrics
    Lab 3.7 - Amazon SageMaker - Hyperparameter Tuning
    Module 3 Knowledge Check
    Module 4 – Introducing Forecasting
    Demo - Using Amazon Forecast Lab 4 - Creating a forecast with Amazon Forecast
    Module 4 Knowledge Check
    Middle Project
    Module 5 – Introducing Computer Vision (CV)
    Demo - Video Analysis with Amazon Rekognition
    Demo - Labeling images with Amazon Ground Truth
    Lab 5 - Guided Lab: Facial Recognition
    Module 5 Knowledge Check
    Module 6 – Introducing Natural Language Processing
    Demo - Amazon Comprehend
    Demo - Amazon Polly
    Demo - Amazon Translate
    Lab 6 - Amazon Lex - Create a chatbot
    Module 6 Knowledge Check
    Module 7 – Course Wrap-Up
    Sandbox
    Sandbox environment
    Practice Questions in AWS Skill Builder


    Final Project
    Xvoucher /https/://info.xvoucher.com/
    https://www.examlabs.com/
    PrepAway