Graduate Certificate in Machine Learning

The Graduate Certificate in Machine Learning at Western Sydney University is a short, focused qualification for people who want to work with data and intelligent systems. It runs for 26 weeks full time. You will study the maths and programming behind machine learning, how to prepare data, and how to build and evaluate models. Expect units in statistics, Python or R, and supervised and unsupervised learning. Assessment is usually a mix of assignments, quizzes and a practical project where you apply what you have learned to a real dataset.

How the qualification works

This is a graduate certificate, which sits at level 8 on the Australian Qualifications Framework. It is made up of units of study, each with a set credit point value. A graduate certificate is typically half a year of full-time study. You enrol in a set number of units, and each unit has its own learning outcomes and assessment. The course is delivered on campus at Western Sydney University, with some units possibly using online components. You will be part of a cohort and can expect regular tutorials and computer labs. The exact units and credit points are listed on the university's handbook page, check there for the current structure.

What you will learn

You will gain practical skills in data wrangling, model building and interpretation. You will learn to use common machine learning libraries and tools, and to explain your results to non-technical audiences. The course also covers the ethical and social issues around automated decision-making. By the end, you should be able to take a business problem, find the right data, choose an appropriate method, and measure how well it works. These are the skills employers in Sydney's tech, finance, health and government sectors look for.

Who it suits

This certificate suits people with a degree in a related field who want to move into machine learning, or those already working in data who need formal training. It is also a pathway into a master's degree if you meet the entry requirements. If you are an international student, you can work up to 48 hours per fortnight while your course is in session. After you finish, you may be eligible for the Temporary Graduate visa (subclass 485) post-study work stream, which lets you stay and work in Australia. English requirements for international applicants are IELTS Academic 6.0–6.5 overall for this level of study, or an accepted equivalent. Confirm all details, including tuition and intake dates, on the official Western Sydney University page and the CRICOS register.

• Machine learning assistant or junior data scientist in technology companies, banks, insurers and consultancies
• Data analyst roles in retail, logistics, health and government agencies
• Analyst positions in marketing, risk and operations teams that use predictive models
• Research assistant or technical officer in university labs and CSIRO-style organisations
• Further study: master's degrees in data science or machine learning, with credit for completed units