UniMate AI
昆士兰大学/课程目录

COMP7703

机器学习

2 学分难度 超难

Machine learning is a branch of artificial intelligence concerned with the development and application of adaptive algorithms that use example data or previous experience to solve a given problem. This course covers the theory and practice of machine learning, including conceptual, computational, mathematical and statistical frameworks. Topics include: classification, regression, optimisation, neural networks, deep learning, unsupervised learning, semi-supervised learning, clustering, dimensionality reduction and generative models. The implementation of machine learning techniques, experimentation and practical application are a central theme of the course.

Course decision

选课先看

先看考核重心、截止节奏和入门要求，再决定这门课是否适合你的学期安排。

考核总权重

可变

官方权重包含择一项

最高单项

60%

Final Exam Hurdle Identity Verified In-person

期末考试

有

以官方 outline 为准

Hurdle

1 项

需要单独满足

Syllabus

每周大纲

默认只展示每周独有的知识重点；节奏、考核、Tutorial 和避坑信息按需展开。

  1. 1

    Self-study

    No separate week-by-week topic is publicly listed for Week 1; official repeated teaching activities are shown below: - Not Timetabled: Self-study - Pre/post reading of recommended texts will be required. Additional required reading (e.g. journal and conference papers) will also be specified during the course. Learning outcomes: L01, L02, L03, L07 Official timetable activities: - Contact | Tue 14:00 | 120 mins | 23-101 Abel Smith Lecture Theatre, Learning Theatre - Practical | Tue 16:00 | 120 mins | 78-328 General Purpose South, Computer Lab Source: 2026 S1 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP7703-21209-7620

  2. 2

    Self-study

    No separate week-by-week topic is publicly listed for Week 2; official repeated teaching activities are shown below: - Not Timetabled: Self-study - Pre/post reading of recommended texts will be required. Additional required reading (e.g. journal and conference papers) will also be specified during the course. Learning outcomes: L01, L02, L03, L07 Official timetable activities: - Contact | Tue 14:00 | 120 mins | 23-101 Abel Smith Lecture Theatre, Learning Theatre - Practical | Tue 16:00 | 120 mins | 78-328 General Purpose South, Computer Lab Source: 2026 S1 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP7703-21209-7620

  3. 3

    Self-study

    No separate week-by-week topic is publicly listed for Week 3; official repeated teaching activities are shown below: - Not Timetabled: Self-study - Pre/post reading of recommended texts will be required. Additional required reading (e.g. journal and conference papers) will also be specified during the course. Learning outcomes: L01, L02, L03, L07 Official timetable activities: - Contact | Tue 14:00 | 120 mins | 23-101 Abel Smith Lecture Theatre, Learning Theatre - Practical | Tue 16:00 | 120 mins | 78-328 General Purpose South, Computer Lab Source: 2026 S1 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP7703-21209-7620

  4. 4

    Self-study

    No separate week-by-week topic is publicly listed for Week 4; official repeated teaching activities are shown below: - Not Timetabled: Self-study - Pre/post reading of recommended texts will be required. Additional required reading (e.g. journal and conference papers) will also be specified during the course. Learning outcomes: L01, L02, L03, L07 Official timetable activities: - Contact | Tue 14:00 | 120 mins | 23-101 Abel Smith Lecture Theatre, Learning Theatre - Practical | Tue 16:00 | 120 mins | 78-328 General Purpose South, Computer Lab Source: 2026 S1 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP7703-21209-7620

  5. 5

    Self-study

    No separate week-by-week topic is publicly listed for Week 5; official repeated teaching activities are shown below: - Not Timetabled: Self-study - Pre/post reading of recommended texts will be required. Additional required reading (e.g. journal and conference papers) will also be specified during the course. Learning outcomes: L01, L02, L03, L07 Official timetable activities: - Contact | Tue 14:00 | 120 mins | 23-101 Abel Smith Lecture Theatre, Learning Theatre - Practical | Tue 16:00 | 120 mins | 78-328 General Purpose South, Computer Lab Source: 2026 S1 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP7703-21209-7620

  6. 6

    Self-study

    No separate week-by-week topic is publicly listed for Week 6; official repeated teaching activities are shown below: - Not Timetabled: Self-study - Pre/post reading of recommended texts will be required. Additional required reading (e.g. journal and conference papers) will also be specified during the course. Learning outcomes: L01, L02, L03, L07 Official timetable activities: - Contact | Tue 14:00 | 120 mins | 23-101 Abel Smith Lecture Theatre, Learning Theatre - Practical | Tue 16:00 | 120 mins | 78-328 General Purpose South, Computer Lab Source: 2026 S1 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP7703-21209-7620

  7. 7

    Self-study

    No separate week-by-week topic is publicly listed for Week 7; official repeated teaching activities are shown below: - Not Timetabled: Self-study - Pre/post reading of recommended texts will be required. Additional required reading (e.g. journal and conference papers) will also be specified during the course. Learning outcomes: L01, L02, L03, L07 Official timetable activities: - Contact | Tue 14:00 | 120 mins | 23-101 Abel Smith Lecture Theatre, Learning Theatre - Practical | Tue 16:00 | 120 mins | 78-328 General Purpose South, Computer Lab Source: 2026 S1 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP7703-21209-7620

  8. 8

    Self-study

    No separate week-by-week topic is publicly listed for Week 8; official repeated teaching activities are shown below: - Not Timetabled: Self-study - Pre/post reading of recommended texts will be required. Additional required reading (e.g. journal and conference papers) will also be specified during the course. Learning outcomes: L01, L02, L03, L07 Official timetable activities: - Contact | Tue 14:00 | 120 mins | 23-101 Abel Smith Lecture Theatre, Learning Theatre - Practical | Tue 16:00 | 120 mins | 78-328 General Purpose South, Computer Lab Source: 2026 S1 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP7703-21209-7620

  9. 9

    Self-study

    No separate week-by-week topic is publicly listed for Week 9; official repeated teaching activities are shown below: - Not Timetabled: Self-study - Pre/post reading of recommended texts will be required. Additional required reading (e.g. journal and conference papers) will also be specified during the course. Learning outcomes: L01, L02, L03, L07 Official timetable activities: - Contact | Tue 14:00 | 120 mins | 23-101 Abel Smith Lecture Theatre, Learning Theatre - Practical | Tue 16:00 | 120 mins | 78-328 General Purpose South, Computer Lab Source: 2026 S1 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP7703-21209-7620

  10. 10

    Self-study

    No separate week-by-week topic is publicly listed for Week 10; official repeated teaching activities are shown below: - Not Timetabled: Self-study - Pre/post reading of recommended texts will be required. Additional required reading (e.g. journal and conference papers) will also be specified during the course. Learning outcomes: L01, L02, L03, L07 Official timetable activities: - Contact | Tue 14:00 | 120 mins | 23-101 Abel Smith Lecture Theatre, Learning Theatre - Practical | Tue 16:00 | 120 mins | 78-328 General Purpose South, Computer Lab Source: 2026 S1 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP7703-21209-7620

  11. 11

    Self-study

    No separate week-by-week topic is publicly listed for Week 11; official repeated teaching activities are shown below: - Not Timetabled: Self-study - Pre/post reading of recommended texts will be required. Additional required reading (e.g. journal and conference papers) will also be specified during the course. Learning outcomes: L01, L02, L03, L07 Official timetable activities: - Contact | Tue 14:00 | 120 mins | 23-101 Abel Smith Lecture Theatre, Learning Theatre - Practical | Tue 16:00 | 120 mins | 78-328 General Purpose South, Computer Lab Source: 2026 S1 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP7703-21209-7620

  12. 12

    Self-study

    No separate week-by-week topic is publicly listed for Week 12; official repeated teaching activities are shown below: - Not Timetabled: Self-study - Pre/post reading of recommended texts will be required. Additional required reading (e.g. journal and conference papers) will also be specified during the course. Learning outcomes: L01, L02, L03, L07 Official timetable activities: - Contact | Tue 14:00 | 120 mins | 23-101 Abel Smith Lecture Theatre, Learning Theatre - Practical | Tue 16:00 | 120 mins | 78-328 General Purpose South, Computer Lab Source: 2026 S1 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP7703-21209-7620

  13. 13

    Self-study

    No separate week-by-week topic is publicly listed for Week 13; official repeated teaching activities are shown below: - Not Timetabled: Self-study - Pre/post reading of recommended texts will be required. Additional required reading (e.g. journal and conference papers) will also be specified during the course. Learning outcomes: L01, L02, L03, L07 Official timetable activities: - Contact | Tue 14:00 | 120 mins | 23-101 Abel Smith Lecture Theatre, Learning Theatre - Practical | Tue 16:00 | 120 mins | 78-328 General Purpose South, Computer Lab Source: 2026 S1 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP7703-21209-7620

Assessment

考核结构

Lecture Participation Identity Verified In-person

Official due date: 2/03/2026 - 25/05/2026. Source: 2026 S1 UQ Course Profile.

0 or 18%

In-class Practical Demonstration Identity Verified In-person

Official due date: 16/03/2026 - 25/05/2026. Source: 2026 S1 UQ Course Profile.

0 or 18%

Assignment

Official due date: 29/05/2026 4:00 pm. Source: 2026 S1 UQ Course Profile.

22%

Final Exam Hurdle Identity Verified In-personHurdle

Official due date: End of Semester Exam Period 6/06/2026 - 20/06/2026. Source: 2026 S1 UQ Course Profile.

60%

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 317 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。