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
- PSB60: Factors Influencing Customer Loyalty in Singapore’s Spa Industry| Report, Sem Nov 2024
- ESG501 GBA January 2025-Comprehensive Industry Assessment Guidelines
- ESG501 End-of-Course Assessment – January Semester 2025| ESG and SDG Strategies: Addressing Backlash and Net-Zero Goals
- CUT3246027 CL- Comprehensive Digital Content Marketing Plan for a Singapore B2C SME – 2025
- PSS388 TMA01- Comprehensive Risk Assessment for the 10K Ubin Peloton January 2025
- PS5003ACC: Collins Industries Case Study ( 2024-25) Managerial and Strategic Recommendations
- AIB501:AI Strategies and Roadmaps for Industry-Specific Implementation and Sustainability| ECA- Jan 2025 semester
- BUS105 TMA Analysis of Bounty Rice Glycemic Index and Fertilizer Impact | Jan2025 Semester
- ECAM105: Airport Technologies for Baggage Handling, Project 1
- AI CM3020: Adapting Genetic Algorithms for Mountain-Climbing Creatures | Part B Mid-term Coursework
UP TO 15 % DISCOUNT