ETW2500 Statistical learning
Faculty of Business and Economics
ETW2500 Statistical learning is a level 2, 6-credit-point, undergraduate unit from the Faculty of Business and Economics, offered in 2022 in Semester 1 and Semester 2 at Malaysia. It needs ETW2001 and unlocks 2 units.
- Credit points
- 6
- Offered in 2022
- Semester 1, Semester 2
- Malaysia
- Assessment
- Exam 50%
- and 1 other task
- Workload
- 144 hours
- per semester
This is the 2022 handbook entry. See the 2027 entry.
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Requisites
Before ETW2500
Prerequisites
Pass these before you enrol.
- ETW2001Foundations of data analysis and modelling
After ETW2500
2 units list ETW2500 as a prerequisite or corequisite.
Overview
Statistical learning is essential for making sense out of complex data sets and understanding how to implement appropriate modelling and prediction techniques. This unit introduces you to the fundamental concepts of statistical learning and various statistical and machine learning methods in real life settings. You will learn the know-what, know-when, and know-how of modern business analytics and data science essentials through examples illustrated in the business and economics context. You will also learn to undertake independent analysis using computer software.
Offerings in 2022
| Teaching period | Campus | Mode |
|---|---|---|
| First semester | Malaysia | On campus |
| Second semester | Malaysia | On campus |
Assessment
- Within semester assessment50%
- Examination50%
Learning outcomes
When you finish this unit, you should be able to:
- 1
understand the concepts of statistical learning
- 2
apply appropriate statistical learning concepts and methods to different contextual data
- 3
develop technical proficiency in using relevant computer software for empirical analyses
- 4
communicate results effectively via oral and written forms.
Workload and teaching
- Teaching approachActive learning
- Teaching approachProblem-based learning
Minimum total expected workload to achieve the learning outcomes for this unit is 144 hours per semester typically comprising a mixture of scheduled learning activities and independent study. Independent study may include associated readings, assessment and preparation for scheduled activities. The unit requires on average four hours of scheduled activities per week. Scheduled activities may include a combination of teacher directed learning, peer directed learning and online engagement.
This unit engages you in actively applying your knowledge, skills and attributes in interactive, collaborative and reflective activities.
This unit includes problem-based learning approaches, where you engage in research, integrate theory and practice and apply knowledge and skills to develop viable solutions in response to a problem or set of problems.
Where it fits
ETW2500 is part of 2 areas of study in the 2022 handbook.
Contacts
- Chief Examiners
- Associate Professor Manjeevan Singh Seera
- Yalini Easvaralingam
Common questions
What are the prerequisites for ETW2500?
You need ETW2001 before you enrol.
What can I take after ETW2500?
ETW2500 is a prerequisite or corequisite for 2 units, including ETW3420 and ETW3483.
When is ETW2500 offered?
In 2022, ETW2500 runs in Semester 1 and Semester 2 at Malaysia.
How much work is ETW2500?
The handbook expects about 144 hours of study across the semester. No students have rated its difficulty yet.
Does ETW2500 have an exam?
Yes. The exam is worth 50% of the final mark, alongside 1 other task.
Which majors and minors include ETW2500?
ETW2500 is part of Business analytics.