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)
2
11.
Delivery Method
Lectures
/
/
Tutorials
/
Lab/Practical
(
)
Other
Please specify
Total
Credit Hours
48 0 0 0 48
12.
Pre-requisites
or Other
Academic Requirements
None
13.
Courses for which this course
None
14.
其它要求修读本课程的学系
Cross-listing Dept.
None
本课程旨在提高本科生的统计与数据科学专业英语的写作,阅读,听力,口语表达及运用能力。培养学生如何阅读英文文
献,撰写与交流;提高学生的交流与演讲能力以及面试能力。
This course aims to improve the writing, reading, listening, oral expression and application skills for
undergraduate students in Statistics and Data Science. Cultivate students how to read English documents,
write and communicate; improve students' communication and speech skills.
本课程以多读多写多交流的教学方式,为学生打下稳固的专业英文写作基础,培养和提高学生的英文专业写作及交流能
力。
The course offers students opportunities to practice reading, writing and presenting
English. It will help undergraduate students develop a solid foundation in scientific
and acquire valuable skills in using English for future research and careers
Science.
课程内容及教学日历 (如授课语言以英文为主,则课程内容介绍可以用英文;如团队教学或模块教学,教学日历须注明
主讲人)
Course Contents (in Parts/Chapters/Sections/Weeks. Please notify name of instructor for course section(s), if
this is a team teaching or module course.)