 |
| VECTOR | [3-0-0:3] |
|---|---|
| DESCRIPTION | In this course, theories, models, algorithms of deep learning and their application to data science will be introduced. The basics of machine learning will be reviewed at first, then some classical deep learning models will be discussed, including AlexNet, LeNet, CNN, RNN, LSTM, and Bert. In addition, some advanced deep learning techniques will also be studied, such as reinforcement learning, transfer learning and graph neural networks. Finally, end-to-end solutions to apply these techniques in data science applications will be discussed, including data preparation, data enhancement, data sampling and optimizing training and inference processes. |
| Section | Date & Time | Room | Instructor | Quota | Enrol | Avail | Wait | Remarks |
|---|---|---|---|---|---|---|---|---|
| L01 (6032) | Tu 01:30PM - 04:20PM | Lecture Hall C | WANG, Wenjia | 120 | 96 | 24 | 0 |
| PRE-REQUISITE | UFUG 1102 or UFUG 1105 |
|---|---|
| EXCLUSION | UFUG 1106 |
| DESCRIPTION | This course is the second of a year-long sequence of two introductory courses in one-variable calculus, intended for first year undergraduate students. The emphasis is on the understanding of foundational concepts and practical skills in applying calculus, which are essential for their future study in various fields. Topics include definite and indefinite integrals, numerical calculation, applications to geometry and physics, and infinite series. |
| Section | Date & Time | Room | Instructor | Quota | Enrol | Avail | Wait | Remarks |
|---|---|---|---|---|---|---|---|---|
| L01 (6242) | 22-JAN-2024 - 16-FEB-2024 TuTh 10:30AM - 11:50AM | Rm 102, W1 | LI, Qing | 30 | 21 | 9 | 0 | |
| 26-FEB-2024 - 01-MAR-2024 TuTh 10:30AM - 11:50AM | Rm 102, W1 | LI, Qing | ||||||
| 01-MAR-2024 - 01-MAR-2024 Fr 04:30PM - 05:50PM | Rm 102, W1 | LI, Qing | ||||||
| 04-MAR-2024 - 04-MAR-2024 Mo 06:00PM - 07:20PM | Rm 102, W1 | LI, Qing | ||||||
| 04-MAR-2024 - 05-APR-2024 TuTh 10:30AM - 11:50AM | Rm 102, W1 | WANG, Wenjia | ||||||
| 08-APR-2024 - 10-MAY-2024 Mo 08:00PM - 09:20PM | Rm 102, W1 | ZHANG, Guang | ||||||
| 08-APR-2024 - 10-MAY-2024 We 12:00PM - 01:20PM | Rm 222, W1 | ZHANG, Guang |
| PRE-REQUISITE | UFUG 1105 |
|---|---|
| EXCLUSION | UFUG 1103 |
| DESCRIPTION | This course is the second of a year-long sequence of two courses in one-variable calculus, intended for first year undergraduate students with strong mathematical background. Besides the understanding of foundational concepts and practical skills in applying calculus, the course puts emphasis on rigorous reasoning of practical facts and the proof of certain mathematical theorems. Topics include definite and indefinite integrals, numerical calculation, applications to geometry and physics, and infinite series. |
| Section | Date & Time | Room | Instructor | Quota | Enrol | Avail | Wait | Remarks |
|---|---|---|---|---|---|---|---|---|
| L02 (6245) | 22-JAN-2024 - 14-MAR-2024 Mo 09:00AM - 10:20AM | Rm 147, E1 | WANG, Wenjia | 40 | 40 | 0 | 0 | |
| 22-JAN-2024 - 14-MAR-2024 We 09:00AM - 10:20AM | Rm 122, E1 | WANG, Wenjia | ||||||
| 15-MAR-2024 - 10-MAY-2024 Mo 09:00AM - 10:20AM | Rm 201, W2 | WANG, Wenjia | ||||||
| 15-MAR-2024 - 10-MAY-2024 We 09:00AM - 10:20AM | Rm 201, W2 | WANG, Wenjia | ||||||
| T02 (6246) | 22-JAN-2024 - 14-MAR-2024 Mo 10:30AM - 11:20AM | Rm 147, E1 | WANG, Wenjia | 40 | 40 | 0 | 0 | |
| 15-MAR-2024 - 10-MAY-2024 Mo 10:30AM - 11:20AM | Rm 201, W2 | WANG, Wenjia |