UniMate AI

COMP4703

自然语言处理

2 学分难度 超难

The Internet has transformed much of the world's knowledge into unstructured text, and the amount of data being made available every day continues to grow exponentially. Developing new techniques to turn this data into knowledge is crucial in the age of information. Processing natural language text is both challenging and rewarding. Learning how to work with web-scale data collections is a critical skill to develop in Computer Science, and understanding the computational methods currently available to achieve scalable data processing will position students to be innovators in AI technologies in their future careers. This course will explore state-of-the-art techniques in natural language understanding and language generation. Students will develop an understanding of the key algorithms used in natural language processing, and be exposed to a diverse range of applications including machine translation, text mining, sentiment analysis, and question answering. Python will be used extensively in this course, and so students are expected to have an intermediate level of knowledge with Python programming.

Syllabus

每周大纲

  1. 1

    Lectures / Practicals

    No separate week-by-week topic is publicly listed for Week 1; official repeated teaching activities are shown below: - Lecture: Lectures - Learning outcomes: L01, L03 - Practical: Practicals - Weekly practicals starting in Week 2. Learning outcomes: L02, L04, L05, L06 Official timetable activities: - Lecture | Tue 14:00 | 120 mins | 14-132 Sir Llew Edwards Building, Learning Theatre - Practical | Wed 13:00 | 120 mins | 78-336 General Purpose South, Computer Lab Source: 2026 S2 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP4703-62504-7560

  2. 2

    Lectures / Practicals

    No separate week-by-week topic is publicly listed for Week 2; official repeated teaching activities are shown below: - Lecture: Lectures - Learning outcomes: L01, L03 - Practical: Practicals - Weekly practicals starting in Week 2. Learning outcomes: L02, L04, L05, L06 Official timetable activities: - Lecture | Tue 14:00 | 120 mins | 14-132 Sir Llew Edwards Building, Learning Theatre - Practical | Wed 13:00 | 120 mins | 78-336 General Purpose South, Computer Lab Source: 2026 S2 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP4703-62504-7560

  3. 3

    Lectures / Practicals

    No separate week-by-week topic is publicly listed for Week 3; official repeated teaching activities are shown below: - Lecture: Lectures - Learning outcomes: L01, L03 - Practical: Practicals - Weekly practicals starting in Week 2. Learning outcomes: L02, L04, L05, L06 Official timetable activities: - Lecture | Tue 14:00 | 120 mins | 14-132 Sir Llew Edwards Building, Learning Theatre - Practical | Wed 13:00 | 120 mins | 78-336 General Purpose South, Computer Lab Source: 2026 S2 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP4703-62504-7560

  4. 4

    Lectures / Practicals

    No separate week-by-week topic is publicly listed for Week 4; official repeated teaching activities are shown below: - Lecture: Lectures - Learning outcomes: L01, L03 - Practical: Practicals - Weekly practicals starting in Week 2. Learning outcomes: L02, L04, L05, L06 Official timetable activities: - Lecture | Tue 14:00 | 120 mins | 14-132 Sir Llew Edwards Building, Learning Theatre - Practical | Wed 13:00 | 120 mins | 78-336 General Purpose South, Computer Lab Source: 2026 S2 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP4703-62504-7560

  5. 5

    Lectures / Practicals

    No separate week-by-week topic is publicly listed for Week 5; official repeated teaching activities are shown below: - Lecture: Lectures - Learning outcomes: L01, L03 - Practical: Practicals - Weekly practicals starting in Week 2. Learning outcomes: L02, L04, L05, L06 Official timetable activities: - Lecture | Tue 14:00 | 120 mins | 14-132 Sir Llew Edwards Building, Learning Theatre - Practical | Wed 13:00 | 120 mins | 78-336 General Purpose South, Computer Lab Source: 2026 S2 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP4703-62504-7560

  6. 6

    Lectures / Practicals

    No separate week-by-week topic is publicly listed for Week 6; official repeated teaching activities are shown below: - Lecture: Lectures - Learning outcomes: L01, L03 - Practical: Practicals - Weekly practicals starting in Week 2. Learning outcomes: L02, L04, L05, L06 Official timetable activities: - Lecture | Tue 14:00 | 120 mins | 14-132 Sir Llew Edwards Building, Learning Theatre - Practical | Wed 13:00 | 120 mins | 78-336 General Purpose South, Computer Lab Source: 2026 S2 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP4703-62504-7560

  7. 7

    Lectures / Practicals

    No separate week-by-week topic is publicly listed for Week 7; official repeated teaching activities are shown below: - Lecture: Lectures - Learning outcomes: L01, L03 - Practical: Practicals - Weekly practicals starting in Week 2. Learning outcomes: L02, L04, L05, L06 Official timetable activities: - Lecture | Tue 14:00 | 120 mins | 14-132 Sir Llew Edwards Building, Learning Theatre - Practical | Wed 13:00 | 120 mins | 78-336 General Purpose South, Computer Lab Source: 2026 S2 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP4703-62504-7560

  8. 8

    Lectures / Practicals

    No separate week-by-week topic is publicly listed for Week 8; official repeated teaching activities are shown below: - Lecture: Lectures - Learning outcomes: L01, L03 - Practical: Practicals - Weekly practicals starting in Week 2. Learning outcomes: L02, L04, L05, L06 Official timetable activities: - Lecture | Tue 14:00 | 120 mins | 14-132 Sir Llew Edwards Building, Learning Theatre - Practical | Wed 13:00 | 120 mins | 78-336 General Purpose South, Computer Lab Source: 2026 S2 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP4703-62504-7560

  9. 9

    Lectures / Practicals

    No separate week-by-week topic is publicly listed for Week 9; official repeated teaching activities are shown below: - Lecture: Lectures - Learning outcomes: L01, L03 - Practical: Practicals - Weekly practicals starting in Week 2. Learning outcomes: L02, L04, L05, L06 Official timetable activities: - Lecture | Tue 14:00 | 120 mins | 14-132 Sir Llew Edwards Building, Learning Theatre - Practical | Wed 13:00 | 120 mins | 78-336 General Purpose South, Computer Lab Source: 2026 S2 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP4703-62504-7560

  10. 10

    Lectures / Practicals

    No separate week-by-week topic is publicly listed for Week 10; official repeated teaching activities are shown below: - Lecture: Lectures - Learning outcomes: L01, L03 - Practical: Practicals - Weekly practicals starting in Week 2. Learning outcomes: L02, L04, L05, L06 Official timetable activities: - Lecture | Tue 14:00 | 120 mins | 14-132 Sir Llew Edwards Building, Learning Theatre - Practical | Wed 13:00 | 120 mins | 78-336 General Purpose South, Computer Lab Source: 2026 S2 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP4703-62504-7560

  11. 11

    Lectures / Practicals

    No separate week-by-week topic is publicly listed for Week 11; official repeated teaching activities are shown below: - Lecture: Lectures - Learning outcomes: L01, L03 - Practical: Practicals - Weekly practicals starting in Week 2. Learning outcomes: L02, L04, L05, L06 Official timetable activities: - Lecture | Tue 14:00 | 120 mins | 14-132 Sir Llew Edwards Building, Learning Theatre - Practical | Wed 13:00 | 120 mins | 78-336 General Purpose South, Computer Lab Source: 2026 S2 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP4703-62504-7560

  12. 12

    Lectures / Practicals

    No separate week-by-week topic is publicly listed for Week 12; official repeated teaching activities are shown below: - Lecture: Lectures - Learning outcomes: L01, L03 - Practical: Practicals - Weekly practicals starting in Week 2. Learning outcomes: L02, L04, L05, L06 Official timetable activities: - Lecture | Tue 14:00 | 120 mins | 14-132 Sir Llew Edwards Building, Learning Theatre - Practical | Wed 13:00 | 120 mins | 78-336 General Purpose South, Computer Lab Source: 2026 S2 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP4703-62504-7560

Assessment

考核结构

Weekly Quiz Online

Official due date: 8/08/2025 3:00 pm 15/08/2025 3:00 pm 22/08/2025 3:00 pm 5/09/2025 3:00 pm 12/09/2025 3:00 pm 26/09/2025 3:00 pm 24/10/2025 3:00 pm. Source: 2026 S2 UQ Course Profile.

10% Best 5 of 7 (2% per quiz)

Assignment 1

Official due date: 29/08/2025 3:00 pm. Source: 2026 S2 UQ Course Profile.

15%

Assignment 2

Official due date: 24/10/2025 3:00 pm. Source: 2026 S2 UQ Course Profile.

25%

Final Exam Hurdle Identity Verified In-personHurdle

Official due date: End of Semester Exam Period 8/11/2025 - 22/11/2025. Source: 2026 S2 UQ Course Profile.

50%

From Seniors

学长留下的

基础信息谁都查得到,真正值钱的是过来人的经验。

学姐说

比你早一年的学长留下的真实经验 —— ChatGPT 给不了。

这门课还没有学长经验,你可以是第一个 —— 注册后在课内分享。

往年考点 / 踩坑

这门课暂无往年考点记录。

毕业生去向(整体)

下面是匠人学院毕业生整体去过的公司分布(来自脱敏校友证言)。这是全平台的总体去向,不代表选这门课的人一定去这些公司。

统计自 313 份脱敏校友证言

Deloitte

6 位校友

岗位:Graduate Program · Graduate Consulting · Platform Engineer · Web developer · Platform engineer

Zerologix

4 位校友

岗位:Frontend Dev · junior frontend developer · Front-end Developer · Full Stack Developer

Servian

4 位校友

岗位:Full-stack Developer · Data Engineer · Consultant

关于这块数据,我们说实话

雇主墙来自脱敏毕业生证言(testimonials)的整体分布,无法关联到具体学员或其所选课程;仅作为毕业生去向的总体社会证明展示。

我们没有"某位学长选了这门课、后来进了哪家公司"这种可查询的个人去向档案 —— 校友证言是脱敏的,无法关联到具体的人或他选过的课。所以这里只给整体分布,不给个人路径,不编。