In this unit you will be equipped with fundamental quantitative techniques essential for modern analytics. You will explore concepts such as linear algebra, calculus, probability, and optimisation, and apply them to data-driven decision-making processes for interpreting complex datasets, validating models, and improving algorithmic performance. A key focus is leveraging GenAI-powered tools to enhance problem-solving efficiency and automate data analysis tasks. By the end of this unit, you will gain the ability to critically assess quantitative models, optimise algorithms, and apply statistical reasoning in real-world contexts: preparing you for roles in data science across research and industry.
On successful completion of this unit, students will be able to:
Selected readings are provided on VU Collaborate.
This unit is studied as part of the following course(s):