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
- MKTG1001 Foundations of Marketing Assignment 2 Individual Report | The University of Newcastle (UoN)
- S2010C Health and Wellness Graded Assignment AY2025 Term 4 – Republic Polytechnic (RP)
- RBP040L051 Postgraduate Dissertation Assessment brief – University of Roehampton Business School
- ACFI 2070 Business Finance Individual Assignment – The University of Newcastle (UoN)
- PY2107 Experimental Investigation and Analysis of Behaviour Assignment 2 Written – Research Report , James Cook University (JCU)
- ACCT111 Financial Accounting Individual Assignment, Singapore Management University (SMU)
- RM71003 Category Management & Merchandising Assignment 1 – Singapore Management University (SMU)
- Visual Arts Management Assignment 2 Essay Singapore Art Science Museum – Nanyang Academy of Fine Arts (NAFA)
- BM1987 Employment Law In-Course Assessment (ICA 1) Guide , Nanyang Polytechnic (NYP)
- MA3005/MA3705 Control Theory Coursework 2025-26, Nanyang Technological University (NTU)
