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41040 Introduction to Artificial Intelligence

Overview of Assessment Task 2:Al project (updated on 8/10/2025 for uploading the revised templates and more details about notebooks and report)

Due No due date

Points 0

Assessment Task 2:Al project

Intent:

Assess a student's ability to work in a small group, collaboratively develop a showcase of applying some selected Al techniques to solve an interesting real-world problem and effectively present the outcomes of the project.

Objective(s):

This assessment task addresses the following subject learning objectives(SLOs):2 and 3

This assessment task contributes to the development of the following Course Intended Learning Outcomes(CILOs):C1 and E.1

Type:

Project

Groupwork:

Group,group and individual assessed

Weight:

30%

Task

This assessment task consists of two parts,Part A and Part B.

Part A is a group task. For this part, each group will  develop an Alapplication showcase by applying selected Al techniques WHICH ARE COVERED IN THIS SUBJECT to solve an interesting real-world problem and present the outcomes as a group. Note: Each memb er in the group should apply one techniqueto solve the target problem.After comparisons of all the techniq ues,a best one is used in the group solution in the showcase.

Part B is an individual task. For this part, each member will write a reflection reportincluding  self-reflection on his/her  learning journey to complete this project and a peer-review of other members in the context of this assignment.

Deliverables:

Part A (25%): Each  group  submits  the  following  three  components:

Component I(to the folder "Part A-group based deliverable--Notebooks":The print-out version in pdf of the Google Colab solution notebook with the best technique and the print-out version in pdf of other notebooks with other attempted techniques.Each notebook needs to include   adequate annotations  in  markdown  cell above the coresponding code cells/segments to explain what these code segments do.

Note:  Please make sure you have run your notebooks in full and save all the designated outputs of code segments in the notebooks before you

print them out for your submission.Copy the link of this final version of your solution notebook and add it to your project report so that we can view your notebook if needed.We will assess your work based on this printed version of your notebook.In other words,we will not run your notebook  from our end.The other notebooks will be checked if the report needs some clarification.

Component II(to  the  folder  "Part A-group-based deliverables --project   report": A brief project report which explains the project from the problem statement to the final solution and its application.This project aims to solve a rela-world problem thus the model performance needs to be

acceptable,e.g.,model  accuracy  is  85%or  above.The  model  evaluation  should  be  described  in  detail,including  all  possible  evaluation  metrics and explanation of the metric values in relation to the model performance.A template of report is available here

(https://canvas.uts.edu,au/courses/36573/files/10505317?wrap=1)、↓(https://canvas.uts.edu.au/courses/36573/files/10505317/download?

download_frd=1) .

The length of the project report is up to  10 pages(standard A4 page with normal margin,font size is  12 Times New Romain,excluding the cover page and Table of contents).

Component(to the folder   ""Part A-group-based deliverables --video presentation": A10-mins video  presentation  as a group.It  needs to cover the following parts:

o  Explanation of the target  problem,

o Al techniques  selection  and justification,

o How the Al techniques work in the context of solving this problem,and

o  Evaluation  and  final  solution.

Note: All project group members need to present their own parts with talking heads recorded in the video.

Component   is worth 5%,component  Il  is worth  8%and  component  IIl  is  worth  12%.

Part B (5%):Each individual submits a report to the folder "Part B--Individual deliverable --Reflection report"

The report is a reflection report that consists of (i)self-reflection and(ii)peer review of other members in the context of completing this project.

A template of reflection report is here (https://canvas.uts.edu.au/courses/36573/files/10505362?wrap=1)

(https://canvas.uts.edu.au/courses/36573/files/10505362/download?download_frd=1).

The length of reflection report is up to 5 A4 pages (standard A4 page with normal margin,font size is 12 Times New Romain,excluding the cover page and table of contents).

This  part  is  worth  5%(self-reflection  3%and  peer-review  2%).

Submission requirements:

Part A, Each group submits three components,which are a print-out of your Google  Colab  notebook  in  pdf,a  project  report, and a presentation Video.This Part A is a group submission.

Warning: A penalty (say 0.5 mark deduction)will apply to the group mark if a group has multiple submissions.

Part  B, each  member submits a  reflection  report.This  part  is an individual submission.