Posted on: 6th Jul 2023
Machine Learning Assignment, NUS, Singapore: Explore, prepare, and transform the data to facilitate predictive modelling
| University | National University of Singapore (NUS) |
- Explore, prepare, and transform the data to facilitate predictive modelling. Here are some hints: In exploratory modelling, it is useful to move fairly soon to at least an initial model without solving all data preparation issues. One example is the GPS information—other geographic information is available so you could defer the challenge of how to interpret/use the GPS information.
- How will you deal with missing data, such as cases where NaN is indicated? Think about what useful information might be held within the date and time fields. The data file contains a worksheet with some hints on how to extract features from the date/time field.
- Think also about the categorical variables, and how to deal with them. Should we turn them all into dummies? Use only some?
- Fit ANY TWO predictive models of your choice, one of which must be a neural network. Do they provide information on how the predictor variables relate to cancellations?
- Report the predictive performance of your model in terms of error rates. How well does the model perform? Can the model be used in practice?
Hire a Professional Essay & Assignment Writer for completing your Academic Assessments
Get Help By Expert
Elevate Your Academic Performance with Premier Assignment help Singapore. Trust My Assignment Help SG for Enhancing Your Grades at the National University of Singapore (NUS). Our Seasoned Writers Offer Customized Support to Meet Your Needs, Guaranteeing Punctual Delivery and Original Content Free from Plagiarism. Additionally, Access Our Professionals for Exceptional Report Writing Services.
Tags:-
Answer
Recent Solved Questions
- EG7060 Mental Wealth: Professional Life Coursework 2026: Engineering Management Case Study Report | UEL at LSBF
- SOC252 Religion and Society ECA July 2026: AI Agents and Religious Authority Essay | SUSS
- Information Studies Written Report: Critiquing a ChatGPT Essay on Values, Ethics and IPR | NTU
- BML701 Changing Context of Work: HR&OD Business Report on PESTLE, 6Ps and Change
- ABS103 ECA July 2026: “A Day in the Life” Intelligence Video and Reflection | SUSS
- ICT340 NEA Hawker Centre Inspection ECA July 2026: Application Analysis and Design | SUSS
- Social and New Media Written Report (40%): Website Message and Method Analysis with Strategic Recommendations | Murdoch
- ENG235 AIoT End-of-Course Assessment July 2026: PowerGrid SG Smart Grid and Utilities Case | SUSS
- BME363 ChatEHR End-of-Course Assessment July 2026: Large Language Models in Clinical Care | SUSS
- IBM380 International Business Capstone Management Project: Research Paper and Slide Presentation Brief (BBA)
