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.

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

100%

3 项考核

最高单项

50%

Homeworks

期末考试

未注明

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

    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 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。