Graduate
Department of Data Science
Please refer to Mandarin version as standard
| Subject | Credit | Semester | |
| Specialized courses required (4 Credit) | Special Topics (1)~(4) | 4 | 1st (Fall) ~ 2nd (Spring) |
|
Professional Preassign (15 Credit) |
Statistical Methods | 3 | 1st (Fall) |
| Data Science | 3 | 1st (Fall) | |
| Machine Learning | 3 | 1st (Fall) | |
| Optimization Theory and Application | 3 | 1st (Fall) | |
| Statistical Consulting | 3 | 1st (Spring) | |
|
Elective courses |
High Frequency Financial Data Analysis | 3 | |
| Data Visualization | 3 | ||
| Social and Information Network Analysis | 3 | ||
| Recommendation System (or other information related courses) | 3 | ||
| Deep Learning | 3 | ||
| Artificial Intelligence | 3 | ||
| Bioinformatics | 3 | ||
| *Elective courses offered by the Institute of Statistics | 3 | ||
| Recommended courses (Other Department) | Subject | Credit | Semester |
| Engineering Computing and Programming | 3 | Engineering Science | |
| Advanced Artificial Intelligence | 3 | CSIE | |
| Database Management System | 3 | CSIE | |
| Database Management Systems and Practice | 3 | Manufacturing Information | |
| Introduction to Multi-core CPU and GPU Computation | 3 | Mechanical Engineering | |
| Machine Learning and Bioinformatics | 3 | Electrical Engineering | |
| Programming for Data Science | 3 | Physical Therapy | |
| Advanced Competitive Programming | 3 | CSIE | |
| Special Topics on Pattern Recognition | 3 | Engineering Science | |
| Deep Learning | 3 | Engineering Science | |
| Database System | 3 | Engineering Science | |
| High Performance Computing | 3 | Mathematics | |
| Scientific Computing | 3 | Mathematics | |
| English Threshold | Master’s students are required to complete the requirement for English proficiency before graduation (applicable to students admitted in/after the 2022-23 academic year). Students should complete an English-taught course or receive one of the following certificates for English proficiency: 1. Second stage of High-Intermediate level or above on GEPT. 2. A minimum score of 72 on the TOEFL iBT test. 3. A minimum IELTS score of 5.5. 4. A minimum score of 785 in listening and reading and a minimum score of 310 in speaking and writing on the New TOEIC test 5. Other certificates for English proficiency equivalent to Level B2 on the Common European Framework of Reference (CEFR). The credits of an English-taught course can be included in the minimum requirement of 34 credits for graduation, while a certificate for English proficiency from the aforementioned tests dated within 2 years before matriculation is also valid. |
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| Graduation Requirement | Total credits for graduation: 34 credits (6 credits for thesis are counted separately) Specialized: 4 credits, Preassign: 15 credits, Elective: 15 credits ※ An English graduation threshold is required. |
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Elective course is subject to the actual course selection availability.
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