ICT302 Crash-of-Course Analysis Instruction To College students This Crash-of-Course Analysis paper comprises 5 pages (including the veil page). You is also to consist of the following particulars in your submission: Course Code, Title of the ECA, SUSS PI No., Your Name, and Submission Date. Late submission will be subjected to the marks deduction procedure. Please discuss to the Pupil Instruction manual for necessary aspects. Crucial Label ECA Submission Closing date: Saturday, 04 April 2026, 12 noon ECA Submission Guidelines Please Read This Records sooner than You Initiate Working in your ECA. This ECA carries 70% of the direction marks and is a necessary part. It is some distance to be done for my allotment and no longer collaboratively with other students. Submission You is also to put up the ECA project in exactly the same formula as your tutor-marked assignments (TMA), i.e. the utilize of Canvas. Submission in some other formula delight in hardcopy or some other capacity might perhaps perhaps perhaps no longer be permitted. Electronic transmission is never any longer rapid. It is some distance most likely that the community online page online page visitors will be particularly heavy on the closing date and connections to the gadget can’t be guaranteed. Therefore, you are knowledgeable to put up your project the day sooner than the cutoff date in negate to score particular that the submission is permitted and in lawful time. If you would perhaps perhaps even maintain gotten submitted your ECA project, the place is displayed on the pc display cloak. You can most efficient receive a successful project submission message must you had applied for the e-mail notification option. ECA Marks Deduction Diagram Please display cloak the following: Submission Reduce-off Time – Except otherwise knowledgeable, the lower-off time for ECA submission will be at 12:00 noon on the day of the closing date. All submission timings will be in accordance to the time recorded by Canvas. Initiate Time for Deduction – College students are given a grace interval of 12hours. Therefore calculation of unhurried submissions of ECAs will originate at 00:00 hrs the following day (this applies even supposing it is a vacation or weekend) after the closing date. How the Diagram Works – From 00:00 hrs the following day after the closing date, 10 marks will be deducted for every 24-hour block. Submissions that are area to bigger than 50 marks deduction will be assigned zero build. For examples on how the procedure works, please discuss to Section 5.2 Para 1.7.3 of the Pupil Instruction manual. Any extra recordsdata, missing appendices or corrections acquired after the closing date will even no longer be regarded as in the grading of your ECA project. Plagiarism and Collusion Plagiarism and collusion are varieties of cheating and are no longer acceptable in any fabricate of a scholar’s work, including this ECA project. You can be in a space to steer clear of plagiarism by giving acceptable references must you exhaust another of us’s suggestions, phrases or shots (including diagrams). Talk to the American Psychological Affiliation (APA) Handbook in negate for you reminding about quoting and referencing. You can be in a space to steer clear of collusion by guaranteeing that your submission is in accordance to your delight in particular person effort. The digital submission of your ECA project will be screened thru a plagiarism detecting gadget. For more knowledge about plagiarism and cheating, it is top to discuss to the Pupil Instruction manual. SUSS takes a magnificent stance in opposition to plagiarism and collusion. Severe cases will generally lead to the student being referred to SUSS’s Pupil Disciplinary Community. For other cases, valuable marking penalties or expulsion from the direction will be imposed. (Beefy marks: 100) Section A(25 marks) Reply all questions about this piece. Observe Embedding Review Question 1 This quiz specializes in the overview of notice embeddings the utilize of standardized tests. You is also anticipated to demonstrate the underlying notion of embeddings and their overview. Question 1a The usage of the analogy check location (https://github.com/stanfordnlp/GloVe/tree/grasp/eval/quiz-data ) to comprise two off-the-shelf embedding objects. They are the GloVe 50d model (https://nlp.stanford.edu/data/glove.6B.zip ) vs the Fasttext 200d model (https://dl.fbaipublicfiles.com/fasttext/vectors-english/wiki-news-300d-1M.vec.zip). Memoir the classified as correctly as the final accuracy. There are marks assigned to the job (capacity marks) as correctly as the categorical outcomes. (12 marks) Question 1b Analyse the adaptations between these TWO (2) embeddings thru performance, why is that the case? (5 marks) Question 1c Rather than reporting the accuracy in Question 1a, document the cosine similarity. What are the adaptations between accuracy vs cosine similarity? There are marks assigned to the job (capacity marks) as correctly as the categorical outcomes. (8 marks) AI ethics chatbot. (75 marks) Reply all questions about this piece. You is also tasked to diagram a chatbot that specialises in QA practically about AI ethics. Question 2 This quiz expects you to comprise the functionality weaknesses of an AI gadget. The duty is to comprise whether or no longer ChatGPT can satisfactorily resolution any queries regarding the Safety Discovering out of LLM-Essentially based Capabilities. (https://www.imda.gov.sg/- /media/imda/recordsdata/about/rising-tech-and-research/synthetic-intelligence/largelanguage-model-starter-equipment.pdf) Question 2a Logically if the off-the-shelf objects delight in ChatGPT can perform it without modification, that can perhaps perhaps be the most handy space. Invent an outline benchmark to verify if the off-the-shelf objects can fabricate satisfactorily. The benchmark must consist of at least 20 diverse quiz and resolution pairs regarding the most recent AI ethic guidelines. Of the 20+ quiz and resolution pairs, the quiz must be manually created and no longer be chanced on in the handbook, the resolution might perhaps perhaps be lifted from the handbook. Present this overview benchmark in the dictionary layout. (15 marks) Question 2b Memoir the accuracy of the ChatGPT model (on this case we’re the utilize of GPT-5) the utilize of the overview benchmark which you would perhaps perhaps even maintain gotten designed in Question 2a. What’s your overview criterion, i.e. how perform you resolve what’s accurate or unfriendly? Please comment on its objectivity. (6 marks) Question 2c Analyse the many varieties of errors made (by the GPT-5 model). Are they anticipated and what might perhaps perhaps be the goal for them? (4 marks) Question 3 On this quiz, you’ll be in a position to comprise the functionality of colossal language objects (LLMs) in fixing a particular area. Now that there is the overview benchmark, put in force RAG to offer a clutch to the performance of the GPT-5 model. Question 3a For the retrieval model, point out a capacity to offer a clutch to the retrieval end result and review it to the RAG implementation taught at college (it is top to score utilize of the overview benchmark designed in Question 2a). Memoir the performance of the many strategies and account for their differences. (20 marks) Question 3b What differences perform you ogle between RAG and the off-the-shelf model? (5 marks) Question 4 Question 4a Focus on ONE (1) extra feature or modification to the gift pipeline to offer a clutch to this methodology and picture the reason in the aid of this enchancment. (5 marks) Question 4b Implement your recommendation and document the end result, review your proposal’s effectiveness. (15 marks) Question 5 On this quiz you would perhaps perhaps explore the ethical aspects of the gadget. Question 5a Which allotment of the pipeline will be at likelihood of privateness or safety risks? Analyse the reason and ability mitigations. (5 marks) —– END OF ECA PAPER —–
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