AB0403 Decision Making with Programming and Records Analytics – Presentation Recording (2025/26 Semester 1), Singapore

(4-5 college students in a crew). Person Video Presentation Requirements   In this particular particular person video presentation, you’ll also be required to: Pick an prognosis you desire to fetch to fresh from the proposed scenarios. Every scenario offers chances of assorted interpretations and analyses. Every member internal a crew is to work on a assorted prognosis. Add comments to specify your interpretation at the start of your file. Prepare a Python resolution to tackle the necessities specified by the chosen scenario. Prepare a presentation recording to display how you tackle the necessities, the code crucial to the resolution you suggested and illustrate the consequence according to the given information in the file. Mediate to your learning run in the presentation recording, e.g., what attach you know, which of the field(s) you learnt is/are invaluable in solving/analysing industry complications, etc. Write My Project Hire a Skilled Essay & Project Writer for polishing off your Tutorial Assessments Native Singapore Writers Team 100% Plagiarism-Free Essay Absolute best Pride Price Free Revision On-Time Transport Neutral and Technical Constraints   The plot of this presentation recording is to assess your working out of the first 7 weeks of drawl and how you practice that in right-existence scenarios in assorted contexts. You might presumably per chance be to make exhaust of the python coding knowledge you fetch bought in the first 7 weeks (other issues equivalent to DataFrame, external libraries, etc, are no longer allowed) to space up a technical presentation to display your suggested resolution. You might presumably per chance be no longer impressed to make exhaust of Pandas for this work. Pandas is the field to be assessed beneath the Community Mission. To your presentation, you’ll also be required to focal point on how you tackle the necessities, display the trot of your codes, codes that are crucial to your resolution and illustrate the consequence according to the given information file of the given scenario. Screen that you just’ll also be NOT supposed to display your codes line by line.   Video Presentation Particulars and Submission   The duration of the video must be about 2-3 minutes. You might presumably per chance be knowledgeable to follow the purpose in time strictly. You might presumably per chance be to space up the recording beforehand and put up it earlier than the due date. Every crew member will file his/her fetch video and ensure the hyperlink to the video is incorporated in the FIRST LINE of your code file submitted. You might presumably per chance also exhaust Zoom, Teams, or YouTube for recording. In the event you exhaust other instrument to file into mp4 file, upload online to YouTube, OneDrive, or other cloud storage and intention a shareable link (make no longer put up video files). In the case of YouTube, display as restricted and put up entirely the shareable link knowledge. Your face must be visible sooner or later of the video presentation. Double-take a look at the link earlier than submission, and be sure it’s a long way viewable with out desiring to log in. A penalty will likely be imposed if the link is no longer viewable by the grader.   Company Background and Records     Background of company: Nanyang Analytics Pte Ltd is a research agency that works with the authorities to fetch information related to employment. It has composed intensive information from 2007 to 2024 and the company is taking a eye to fresh the figures to display the tendencies of education and employment. Your crew is tasked with producing entire insights on the tendencies and every member must contribute a assorted perspective.   Given the solutions files: Dataset A: Employed Residents Faded 15 Years And Over By Alternate And Age Community Values represented is in 1,000. e.g. 0.8 is fully 0.8 ∗ 1   000 = 800 And numbers that are no longer accessible are marked as “na”, and values that are statistically negligible are marked as “-“. Dataset B: Employed Residents Faded 15 Years And Over By Occupation And Age Community Similar as Dataset A Dataset C: Singapore Residents Faded 25 Years & Over By Absolute best Qualification Attained (HQA), Sex And Age Community The numbers are represented as is.   Imaginable Instances for Analysis   The following are a pair of of the that you just’ll agree with scenarios you’ll work on, you’ll also be required to make exhaust of the dataset equipped to fresh your arguments and also you’ll also fair exhaust greater than one information file to enhance your prognosis. Is glean admission to to education equal between the genders? Are there any changes through the years? E.g. Person can key in the twelve months and this plan will demonstrate a table with assorted education stage attained, divided by genders. Person can also fair then prefer a quantity of years to illustrate or dive into notify age teams to overview. Are the residents progressing by the profession ladder? What about the education stage attained? Any similarity or disagreement? E.g. Person can enter a twelve months and be presented with a table exhibiting the need of of us and share in every occupation for the twelve months. Person can also fair pick an occupation and be presented both with the tendencies through the years, or the need of of us in assorted age crew in that occupation. Which industry sectors present the ideal employment alternatives? Are there preferences among the age-ranges for industries? E.g. Person can enter a twelve months and be presented with a table exhibiting the need of of us and share in every industry for the twelve months. Person can also fair pick an occupation and be presented with the tendencies through the years by age teams or pick an age crew and demonstrate the model through the years by occupations. How does industry boost in employment link to the stage of education qualification of the society? E.g. Person can prefer an industry and an education stage, and this plan must amassed demonstrate the model of the need of of us retaining the qualification, and the need of jobs equipped by that industry for the duration of the total years. How the take a look at for assorted occupations changes over time? Which occupations demonstrate the absolute best boost charges over time? Or other questions that might presumably per chance be answered from the dataset. Aquire Customized Answer of This Analysis & Carry Your Grades Win A Free Quote Python Program Requirements   For every submission, your python program is required to full the next: Read in the given information file(s) Allow particular person to enter a favorable filter criterion. Tabulate a table that tackle the scenarios in response to the filter standards. (display: You might presumably per chance be NOT allowed to make exhaust of the tabulate module, you’ll also be impressed to make exhaust of string formatting to fresh orderly output) Generate appropriate analytics conclusion according to the table. Allow this plan to loop until a termination point is detected. Generate a summarised prognosis to support particular person reconcile the queries made for the duration of the session. Provides predominant comments sooner or later of your codes: clarify reason of key code blocks characterize the trot of your codes and how every portion contributes to the total resolution highlight vital sections of your code that are a will deserve to fetch to your resolution withhold comments sure and concise these comments must be per your presentation deliverables   Deliverables (Due Date: Week 8’s Saturday 7pm)   Python code file: in .py layout (be sure the recording link is inserted in the first line of code). Replace the filename from the given python file along with your seminar quantity (x), crew quantity (y) and pupil quantity (Uz). The PowerPoint file you exhaust to fresh in pdf layout. Signed declaration fabricate.   General Requirements and Tutorial Integrity   All work must be done in the Python programming language. Graders must be ready to lag your code with out further set up and setup. Graders can also fair select other folks for interviews to reply to questions related to submitted works as portion of the random take a look at or to examine tutorial integrity. All submitted works must be done at the foundation by you entirely, which manner no outsider(s) must be engrossing about the work. Submitting work done by others or plagiarised works is an act of tutorial dishonesty. Tutorial dishonesty affects the University’s reputation and devalues the degrees equipped. The University will impose vital penalties on college students who’re found to fetch compromised tutorial integrity. You might presumably per chance be no longer impressed to make exhaust of or import the next Python modules/libraries: [List of not encouraged Python modules/libraries including json, streamlit, gradio, tkinter, PyQt5, kivy, flask, django, statsmodels, scikit-learn, pycaret, tensorflow, keras, pytorch, nltk] As successfully as, your Python codes must amassed no longer believe Python classes because it’s a long way a topic no longer internal the scope of this module. You are going to be assessed according to how successfully you exhaust and practice the sure bet and talents taught in the first 7 weeks of this module.   AI Analysis Scale (AIAS)   The permitted AIAS for this module is Stage 3: Al-assisted enhancing . You might presumably per chance be allowed to make exhaust of Gen-Al to red meat up the standard of your work but no longer on drawl and offer code generation. Gen-Al might presumably per chance be dilapidated for code refinement. The well-liked work (earlier than the usage of Gen-Al) and the refined work (after the usage of Gen-Al) must amassed both be submitted. Stage Title Description 1 NO AI The evaluation is done entirely with out Al help. This stage ensures that college students rely entirely on their knowledge, working out, and talents. Al must no longer be dilapidated at any point for the duration of the evaluation. 2 AI-ASSISTED IDEA GENERATION AND STRUCTURING Al might presumably per chance be dilapidated in the evaluation for brainstorming, creating constructions, and producing recommendations for boosting work. No Al drawl is allowed in the closing submission. 3 AI-ASSISTED EDITING Al might presumably per chance be dilapidated to make Enhancements to the clarity or quality of pupil created work to red meat up the closing output, but no new drawl might presumably per chance be created the usage of Al. Al might presumably per chance be dilapidated, but your well-liked work with out a Al drawl must be equipped in an appendix. 4 AI TASK COMPLETION, HUMAN EVALUATION Al is dilapidated to full sure system of the duty, with college students offering discussion or commentary on the Al-generated drawl. This stage requires vital engagement with Al generated drawl and evaluating its output. You can exhaust Al to full specified duties to your evaluation. Any Al created drawl must be cited. 5 FULL AI Al must be dilapidated as a ‘co-pilot’ in talk in self belief to meet the necessities of the evaluation, thinking a collaborative intention with Al and enhancing creativity. You might presumably per chance also fair exhaust Al sooner or later of your evaluation to enhance your fetch work and make no longer fetch to specify which drawl is Al generated.   Records Files   A. Employed Residents Faded 15 Years And Over By Alternate And Age Community.csv B. Employed Residents Faded 15 Years And Over By Occupation And Age Community).csv C. Singapore Residents Faded 25 Years & Over By Absolute best Qualification Attained (HQA), Sex And Age Community.csv Stuck with a quantity of homework assignments and feeling wired ? Take knowledgeable tutorial help & Win 100% Plagiarism free papers Win A Free Quote

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