| Relevance of Course Objectives and Core Learning Outcomes(%) |
Teaching and Assessment Methods for Course Objectives |
| Course Objectives |
Competency Indicators |
Ratio(%) |
Teaching Methods |
Assessment Methods |
| By taking this class, students acquire the basic artificial intelligence knowledge and have the ability to apply it in practical cases. |
| 1.Having abilities on computer science literacy, information theory, and mathematical analysis. |
| 6.Having abilities of self-learning, communicating and coordinating team work. |
| 8.Respecting academic ethics and having the abilities of presenting and writing academic research paper. |
|
|
| topic Discussion/Production |
| Exercises |
| Discussion |
| Practicum |
| Other |
| Lecturing |
|
| Written Presentation |
| Oral Presentation |
| Assignment |
| Quiz |
|
| Course Content and Homework/Schedule/Tests Schedule |
| Week |
Course Content |
| Week 1 |
Overview of Artificial Intelligence Concepts |
| Week 2 |
The concept of neural networks I |
| Week 3 |
The concept of neural networks II |
| Week 4 |
Neural Network Toolbox Implementation |
| Week 5 |
The concept of deep Learning models I |
| Week 6 |
The concept of deep Learning models II |
| Week 7 |
The concept of deep Learning models III |
| Week 8 |
Real case implementation |
| Week 9 |
Midterm Exam |
| Week 10 |
The concept of data mining algorithms I |
| Week 11 |
The concept of data mining algorithms II |
| Week 12 |
Data mining Toolbox Implementation |
| Week 13 |
The concept of genetic algorithms I |
| Week 14 |
The concept of genetic algorithms II |
| Week 15 |
Final Exam |
| Week 16 |
Self-directed learning: Final project I |
| Week 17 |
Self-directed learning: Final project II |
| Week 18 |
Final project report |
|
| Evaluation |
Homework 30%
Exam 40%
Final project: 30%
Final project 25% |
| Textbook & other References |
| Goodfellow, I., Bengio, Y., Courville, A. (2016). Deep Learning. MIT Press. |
| Teaching Aids & Teacher's Website |
| Please download the handouts from the ilearning 3.0 website |
| Office Hours |
| Please make an appointment directly with the teacher |
| Sustainable Development Goals, SDGs(Link URL) |
| include experience courses：N |
|