週次
Week
|
課程主題
Topic
|
課程內容與指定閱讀
Content and Reading Assignment
|
教學活動與作業
Teaching Activities and Homework
|
學習投入時間
Student workload expectation
|
課堂講授
In-class Hours
|
課程前後
Outside-of-class Hours
|
1
|
|
An Introduction to the course
|
|
3
|
0
|
2
|
Machine Learning
|
The Fuel and Jewel behind AI is Data |
Introduction to Anaconda and Google colabatory |
3
|
6
|
3
|
Machine Learning
|
Machine Learning and the Learning Map |
Coding Basic |
3
|
6
|
4
|
Machine Learning
|
Machine learning: Regression
|
Coding Basic |
3
|
6
|
5
|
|
National Day-No Class |
|
0
|
3
|
6
|
Machine Learning
|
Where does error come from? |
Finance Project: Forecast Stock Price |
3
|
6
|
7
|
Machine Learning
|
Machine learning: Classification |
Finance Project: Forecast Stock Price |
3
|
6
|
8
|
Machine Learning
|
Machine learning: Unsupervised methods: Clustering |
Digital Marketing Project: Who is our targeting customer? |
3
|
6
|
9
|
Artificial Intelligence
|
Artificial Intelligence: Deep Learning
|
Digital Marketing Project: Who is our targeting customer? |
3
|
6
|
10
|
Artificial Intelligence
|
Artificial Intelligence: CNN Image Processing
|
Practice Exercise during and after class
|
3
|
6
|
11
|
Artificial Intelligence
|
Artificial Intelligence: RNN stock price
|
Practice Exercise during and after class
|
3
|
6
|
12
|
Artificial Intelligence
|
Artificial Intelligence: Reinforcement Learning
|
Practice Exercise during and after class
|
3
|
6
|
13
|
Artificial Intelligence
|
Project: Credit Risk
|
Practice Exercise during and after class
|
3
|
6
|
14
|
Artificial Intelligence
|
AI in Fintech
|
Practice Exercise during and after class
|
3
|
6
|
15
|
Artificial Intelligence
|
Ethical and Legal Considerations in AI
|
Practice Exercise during and after class
|
3
|
6
|
16
|
Project Presentation
|
Final Project Presentations
|
Practice Exercise during and after class
|
3
|
6
|
17
|
Project Presentation
|
Final Project Presentations
|
Reviews of Week 10-16
|
3
|
6
|
18
|
Project Presentation
|
Final Project Presentations
|
|
3
|
6
|