SemesterSpring Semester, 2021
DepartmentSelective courses of undergraduate level,College of Commerce
Course NameArtificial Intelligence in Business Applications
InstructorTZENG YU-YING
Credit3.0
Course TypeElective
Prerequisite
Course Objective
Course Description
Course Schedule

Tentative Course Schedule (Subject to change)



 


































































































































































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



Teaching Methods
Teaching Assistant

To be announced in class.


Requirement/Grading

Your final course grade will be determined by: Homework(Group Project), Quizzes (Attendance), and Final Project


Textbook & Reference

Geron, Hands-on Machine Learning with Scikit-Learn and TensorFlow, 2018


Urls about Course
Attachment