教學大綱
| 教科書 | No textbooks are required in this course. |
| 教科書ISBN | 0000000000 |
| 參考書 | No textbooks are required in this course. |
| 課程講義網址 | E-Learning |
| 整體教學目標 | This course trains students to have the concept of computational thinking and object-oriented programming. Taking viral and biomedical applications as examples, students will understand the fundamentals of machine and deep learning and the practice of model building. |
| 教學方法 | Lecture slides will be prepared for students and uploaded to CGU’s E-Learning platform. Classes will be conducted in computer laboratory. Consider this is a graduate-level course, literature covering up-to-date research activities in this field will be shared and discussed with students. Final presentation will be conducted for assessing students' comprehension on these subjects. Quiz and homework will be distributed too. |
| 課程簡介 | 課程內容先介紹運算思維與Python程式語言，接著讓學生了解神經網路中的數學概念，以及機器與深度學習的基礎理論與模型建立之實務。 |
| 彈性學習 | Group discussion of scientific papers (2024-12-25) Ext: #3040; Email: yngong@mail.cgu.edu.tw |
| 成績考核 | 1. Project presentation (40%) 2. Project proposal (20%) 3. Quizzes and homework (20%) 4. Class participation (20%) |
| 師生互動時間 | Friday 13:00-15:00; Ext: #3040; Email: yngong@mail.cgu.edu.tw |
教學進度
| 項次 | 教學主題 |
|---|---|
| 1 | Course introduction Lecturer: Yu-Nong Gong 龔于農 |
| 2 | Python basics (1) Lecturer: Yu-Nong Gong 龔于農 |
| 3 | Python basics (2) Lecturer: Yu-Nong Gong 龔于農 |
| 4 | Introduction of deep learning Lecturer: Yu-Nong Gong 龔于農 |
| 5 | Neural networks Lecturer: Yu-Nong Gong 龔于農 |
| 6 | Fundamentals of machine learning Lecturer: Yu-Nong Gong 龔于農 |
| 7 | Advanced practices of machine and deep learning Lecturer: Yu-Nong Gong 龔于農 |
| 8 | Project proposal Lecturer: Yu-Nong Gong 龔于農 |
| 9 | Deep learning in computer vision (1) Lecturer: Yu-Nong Gong 龔于農 |
| 10 | Deep learning in computer vision (2) Lecturer: Yu-Nong Gong 龔于農 |
| 11 | Deep learning for text and sequence data (1) Lecturer: Yu-Nong Gong 龔于農 |
| 12 | Deep learning for text and sequence data (2) Lecturer: Yu-Nong Gong 龔于農 |
| 13 | Advanced practices Lecturer: Yu-Nong Gong 龔于農 |
| 14 | More advanced practices Lecturer: Yu-Nong Gong 龔于農 |
| 15 |
Group discussion Lecturer: Yu-Nong Gong 龔于農
|
| 16 | Project presentation Lecturer: Yu-Nong Gong 龔于農 |
先修課程
| 本課程沒有先修課程規定 |
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