UniMate AI

COMP7710

网安AI应用

2 学分难度 超难

Students will learn about preparing the data for machine learning, common machine learning techniques and tools (supervised learning, unsupervised learning, deep learning, and large-scale data analysis), and their applications to cybersecurity such as detecting anomalies, detecting known types of attacks like injections, clustering user activities, adversarial learning, etc.

Syllabus

每周大纲

  1. 1

    Lecture Series / Applied Class Series

    No separate week-by-week topic is publicly listed for Week 1; official repeated teaching activities are shown below: - Lecture: Lecture Series - Lectures will be on-campus, and also published on the blackboard. Learning outcomes: L02, L04, L06, L07 - Applied Class: Applied Class Series - Learning outcomes: L01, L02, L03, L04, L05, L06, L07, L08 Official timetable activities: - Lecture | Mon 14:00 | 120 mins | 50-C207 Hawken Engineering Building, Collaborative Room (19/2-25/3, 8/4-29/4, 13 - Tutorial | Tue 14:00 | 120 mins | 49-316 Advanced Engineering Building, Computer Lab Source: 2026 S1 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP7710-21171-7620

  2. 2

    Lecture Series / Applied Class Series

    No separate week-by-week topic is publicly listed for Week 2; official repeated teaching activities are shown below: - Lecture: Lecture Series - Lectures will be on-campus, and also published on the blackboard. Learning outcomes: L02, L04, L06, L07 - Applied Class: Applied Class Series - Learning outcomes: L01, L02, L03, L04, L05, L06, L07, L08 Official timetable activities: - Lecture | Mon 14:00 | 120 mins | 50-C207 Hawken Engineering Building, Collaborative Room (19/2-25/3, 8/4-29/4, 13 - Tutorial | Tue 14:00 | 120 mins | 49-316 Advanced Engineering Building, Computer Lab Source: 2026 S1 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP7710-21171-7620

  3. 3

    Lecture Series / Applied Class Series

    No separate week-by-week topic is publicly listed for Week 3; official repeated teaching activities are shown below: - Lecture: Lecture Series - Lectures will be on-campus, and also published on the blackboard. Learning outcomes: L02, L04, L06, L07 - Applied Class: Applied Class Series - Learning outcomes: L01, L02, L03, L04, L05, L06, L07, L08 Official timetable activities: - Lecture | Mon 14:00 | 120 mins | 50-C207 Hawken Engineering Building, Collaborative Room (19/2-25/3, 8/4-29/4, 13 - Tutorial | Tue 14:00 | 120 mins | 49-316 Advanced Engineering Building, Computer Lab Source: 2026 S1 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP7710-21171-7620

  4. 4

    Lecture Series / Applied Class Series

    No separate week-by-week topic is publicly listed for Week 4; official repeated teaching activities are shown below: - Lecture: Lecture Series - Lectures will be on-campus, and also published on the blackboard. Learning outcomes: L02, L04, L06, L07 - Applied Class: Applied Class Series - Learning outcomes: L01, L02, L03, L04, L05, L06, L07, L08 Official timetable activities: - Lecture | Mon 14:00 | 120 mins | 50-C207 Hawken Engineering Building, Collaborative Room (19/2-25/3, 8/4-29/4, 13 - Tutorial | Tue 14:00 | 120 mins | 49-316 Advanced Engineering Building, Computer Lab Source: 2026 S1 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP7710-21171-7620

  5. 5

    Lecture Series / Applied Class Series

    No separate week-by-week topic is publicly listed for Week 5; official repeated teaching activities are shown below: - Lecture: Lecture Series - Lectures will be on-campus, and also published on the blackboard. Learning outcomes: L02, L04, L06, L07 - Applied Class: Applied Class Series - Learning outcomes: L01, L02, L03, L04, L05, L06, L07, L08 Official timetable activities: - Lecture | Mon 14:00 | 120 mins | 50-C207 Hawken Engineering Building, Collaborative Room (19/2-25/3, 8/4-29/4, 13 - Tutorial | Tue 14:00 | 120 mins | 49-316 Advanced Engineering Building, Computer Lab Source: 2026 S1 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP7710-21171-7620

  6. 6

    Lecture Series / Applied Class Series

    No separate week-by-week topic is publicly listed for Week 6; official repeated teaching activities are shown below: - Lecture: Lecture Series - Lectures will be on-campus, and also published on the blackboard. Learning outcomes: L02, L04, L06, L07 - Applied Class: Applied Class Series - Learning outcomes: L01, L02, L03, L04, L05, L06, L07, L08 Official timetable activities: - Lecture | Mon 14:00 | 120 mins | 50-C207 Hawken Engineering Building, Collaborative Room (19/2-25/3, 8/4-29/4, 13 - Tutorial | Tue 14:00 | 120 mins | 49-316 Advanced Engineering Building, Computer Lab Source: 2026 S1 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP7710-21171-7620

  7. 7

    Lecture Series / Applied Class Series

    No separate week-by-week topic is publicly listed for Week 7; official repeated teaching activities are shown below: - Lecture: Lecture Series - Lectures will be on-campus, and also published on the blackboard. Learning outcomes: L02, L04, L06, L07 - Applied Class: Applied Class Series - Learning outcomes: L01, L02, L03, L04, L05, L06, L07, L08 Official timetable activities: - Lecture | Mon 14:00 | 120 mins | 50-C207 Hawken Engineering Building, Collaborative Room (19/2-25/3, 8/4-29/4, 13 - Tutorial | Tue 14:00 | 120 mins | 49-316 Advanced Engineering Building, Computer Lab Source: 2026 S1 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP7710-21171-7620

  8. 8

    Lecture Series / Applied Class Series

    No separate week-by-week topic is publicly listed for Week 8; official repeated teaching activities are shown below: - Lecture: Lecture Series - Lectures will be on-campus, and also published on the blackboard. Learning outcomes: L02, L04, L06, L07 - Applied Class: Applied Class Series - Learning outcomes: L01, L02, L03, L04, L05, L06, L07, L08 Official timetable activities: - Lecture | Mon 14:00 | 120 mins | 50-C207 Hawken Engineering Building, Collaborative Room (19/2-25/3, 8/4-29/4, 13 - Tutorial | Tue 14:00 | 120 mins | 49-316 Advanced Engineering Building, Computer Lab Source: 2026 S1 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP7710-21171-7620

  9. 9

    Lecture Series / Applied Class Series

    No separate week-by-week topic is publicly listed for Week 9; official repeated teaching activities are shown below: - Lecture: Lecture Series - Lectures will be on-campus, and also published on the blackboard. Learning outcomes: L02, L04, L06, L07 - Applied Class: Applied Class Series - Learning outcomes: L01, L02, L03, L04, L05, L06, L07, L08 Official timetable activities: - Lecture | Mon 14:00 | 120 mins | 50-C207 Hawken Engineering Building, Collaborative Room (19/2-25/3, 8/4-29/4, 13 - Tutorial | Tue 14:00 | 120 mins | 49-316 Advanced Engineering Building, Computer Lab Source: 2026 S1 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP7710-21171-7620

  10. 10

    Lecture Series / Applied Class Series

    No separate week-by-week topic is publicly listed for Week 10; official repeated teaching activities are shown below: - Lecture: Lecture Series - Lectures will be on-campus, and also published on the blackboard. Learning outcomes: L02, L04, L06, L07 - Applied Class: Applied Class Series - Learning outcomes: L01, L02, L03, L04, L05, L06, L07, L08 Official timetable activities: - Lecture | Mon 14:00 | 120 mins | 50-C207 Hawken Engineering Building, Collaborative Room (19/2-25/3, 8/4-29/4, 13 - Tutorial | Tue 14:00 | 120 mins | 49-316 Advanced Engineering Building, Computer Lab Source: 2026 S1 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP7710-21171-7620

  11. 11

    Lecture Series / Applied Class Series

    No separate week-by-week topic is publicly listed for Week 11; official repeated teaching activities are shown below: - Lecture: Lecture Series - Lectures will be on-campus, and also published on the blackboard. Learning outcomes: L02, L04, L06, L07 - Applied Class: Applied Class Series - Learning outcomes: L01, L02, L03, L04, L05, L06, L07, L08 Official timetable activities: - Lecture | Mon 14:00 | 120 mins | 50-C207 Hawken Engineering Building, Collaborative Room (19/2-25/3, 8/4-29/4, 13 - Tutorial | Tue 14:00 | 120 mins | 49-316 Advanced Engineering Building, Computer Lab Source: 2026 S1 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP7710-21171-7620

  12. 12

    Lecture Series / Applied Class Series

    No separate week-by-week topic is publicly listed for Week 12; official repeated teaching activities are shown below: - Lecture: Lecture Series - Lectures will be on-campus, and also published on the blackboard. Learning outcomes: L02, L04, L06, L07 - Applied Class: Applied Class Series - Learning outcomes: L01, L02, L03, L04, L05, L06, L07, L08 Official timetable activities: - Lecture | Mon 14:00 | 120 mins | 50-C207 Hawken Engineering Building, Collaborative Room (19/2-25/3, 8/4-29/4, 13 - Tutorial | Tue 14:00 | 120 mins | 49-316 Advanced Engineering Building, Computer Lab Source: 2026 S1 UQ Course Profile - https://course-profiles.uq.edu.au/course-profiles/COMP7710-21171-7620

Assessment

考核结构

Homeworks

Official due date: 26/03/2026 3:00 pm 13/04/2026 3:00 pm 20/04/2026 3:00 pm 27/04/2026 3:00 pm 5/05/2026 3:00 pm Please note: Homework 1 is due on Thursday of Week 5, and marks/written feedback will be released by Monday 30 March (prior to Census).. Source: 2026 S1 UQ Course Profile.

50% (10% each)

Final Project - Report

Official due date: 8/06/2026 3:00 pm. Source: 2026 S1 UQ Course Profile.

20%

Final Project - Q&A Hurdle Identity VerifiedHurdle

Official due date: Exam week 2 Mon - Exam week 2 Thu. Source: 2026 S1 UQ Course Profile.

30%

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。

COMP7710 网安AI应用 — 昆士兰大学 课程大纲 / 考核 / 学长经验 · UniMate AI