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 (一)234 I627)
授課老師 (Teacher): 王經篤 (Jing-Doo Wang) (jdwang@asia.edu.tw, I517, Ext:1847)
AWS Academy Machine Learning Foundations [12378]
How to hand out the result of Labs ? (By Okto)
參考書
(自學) AWS自學聖經：5大必學雲端主題・超圖解入門
(出版商：深智) (作者： Sam T.) (出版日期：2021/12/20) (上市日：2021/12/20)
(基礎) 大話AWS雲端架構：雲端應用架構圖解輕鬆學(第二版)
(出版商：博碩 書號：MP22156) (作者：李秉鴻、周廷諺、何松穎) (ISBN： 978-986-434-802-2) (上市日：2021/7/24)
(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