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

0

0

2

Machine Learning

An Introduction to Machine Learning and Artificial Intelligence

Practice Exercise during and after class

3

6

3

Machine Learning

Machine learning: Supervised methods

Practice Exercise during and after class

3

6

4

Machine Learning

Machine learning: Classification

Practice Exercise during and after class

3

6

5

Machine Learning

Machine learning: Unsupervised methods

Practice Exercise during and after class

3

6

6

Machine Learning

Project: Housing Price Estimation

Practice Exercise during and after class

3

6

7

Spring Break Holiday

Spring Break Holiday

Practice Exercise during and after class

0

9

8

Artificial Intelligence

Artificial Intelligence: Deep Learning

Practice Exercise during and after class

3

6

9

Artificial Intelligence

Artificial Intelligence: CNN Image Processing

Reviews of Week 2-8

0

9

10

Artificial Intelligence

Artificial Intelligence: RNN stock price

Practice Exercise during and after class

3

6

11

Artificial Intelligence

Artificial Intelligence: Reinforcement Learning

Practice Exercise during and after class

3

6

12

Artificial Intelligence

Project: Credit Risk

Practice Exercise during and after class

3

6

13

Artificial Intelligence

AI in Fintech

Practice Exercise during and after class

3

6

14

Artificial Intelligence

Agile Project Management of AI

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