課程詳情
課程編號
42Z153745
範疇
A12 - 理學科
課程名稱 (英文)
STAT7008 PROGRAMMING FOR DATA SCIENCE (MODULE FROM MASTER OF STATISTICS)
課程名稱 (中文)
---
院校名稱 (英文)
THE UNIVERSITY OF HONG KONG (HKU)
院校名稱 (中文)
香港大學
院校編號
001
院校電話
費用 (HK$)
$21780
資歷名冊登記號碼
09/001837/6
持續進修基金合資格網上課程
否
資歷架構級別
6
課程程度
其他
備註
Notes / 附註:*APPLICANT PURSUING THIS COURSE WITH COURSE COMMENCEMENT DATE FALLING AFTER 10 AUGUST 2027 IS NOT ELIGIBLE TO CLAIM REIMBURSEMENT FROM CEF. / 申請人報讀於二零二七年八月十日後開課的課程並不能申領基金發還款項。
Entry Requirements / 入學要求:
A Bachelor's degree with Honours, or an equivalent qualification, with knowledge of matrices and calculus, introductory statistics and linear modelling. Applicants shall fulfil the University Entrance Requirements.
Course Outline / 課程大綱:
1. Introduction to Programming for Data Science (3 hours) 2. Basic Programming Syntax (3 hours) 3. Functions and Modules (3 hours) 4. Files I/O and Exceptions (3 hours) 5. Object Oriented Programming (3 hours) 6. Scientific Data Processing and Analysis (3 hours) 7. Data Visualization (3 hours) 8. Data Mining and Web Scraping (3 hours) 9. Programming for Machine Learning (3 hours) 10. Programming for Deep Learning (3 hours) 11. Programming for Computer Vision (3 hours) 12. Programming for Natural Language Processing (3 hours)
Instructors' Qualifications / 導師資歷:
1. Education qualification: A Ph.D. degree in Statistics or related disciplines; and 2. Experience: At least 3 years’ substantial experience in teaching statistics courses
Assessment / 課程評核要求:
(A) Assessment Items and Their Weightings: (1) coursework (100%) (B) Completion Requirements: (1) Passing: at least 40% overall passing mark (C) CEF reimbursement requirements: (1) Attendance requirement: at least 70% (2) Passing: at least 50% overall passing mark
Delivery Mode / 授課模式:
36 hours; FT or PT
Course Duration / 課時:
12 weeks
Effective Date / 課程生效日期:
11/08/2023
CEF Registration Invalid From / 基金課程登記失效日期:
11/08/2027