Monash University
1.4 years part-time
Master the complete data science lifecycle from collection to advanced modelling. This rigorous postgraduate diploma is designed for quantitative professionals, career-changers, and aspiring data scientists who want deep technical expertise in Python, SQL, and machine learning to work as senior data scientists or machine learning engineers in Australia's fastest-growing profession.
Entry Level 1 (48 points): An Australian bachelor's degree or equivalent in a relevant discipline with at least a credit (60%) average. Entry Level 2 (24 points): A Monash University Graduate Certificate of Applied Data Science with at least credit (60%) average. All applicants must meet English language requirements and minimum Monash University entrance requirements. If you lack prior knowledge in programming, databases, or mathematics/statistics, you may need to complete up to two foundation units before commencing core studies.
The course is structured in four parts: Foundation Studies covering Introduction to Python, Introduction to Databases, and Mathematical Foundations for Data Science and AI; Core Studies in Introduction to Data Science, Data Wrangling, and Statistical Data Modelling; Specialist Units allowing you to choose from Data Exploration and Visualisation, Applied Data Analysis, Machine Learning, Data Processing for Big Data, or Data Analysis for Semi-Structured Data; and Applied Practice providing real-world project experience. You'll master Python and SQL programming, learn data cleaning and preprocessing techniques, understand statistical modelling and hypothesis testing, explore machine learning algorithms including regression, classification, clustering, neural networks and deep learning, and gain expertise in handling big data and semi-structured data formats.
Monash University is Australia's #2 ranked university for Computer Science (THE 2026) and the only Group of Eight member with a faculty dedicated solely to IT. Ranked #31 globally by QS World University Rankings (2027), Monash combines Go8 credentials with industry-leading technical depth. The course is taught by experienced academics with strong industry connections, including Senior Lecturers and PhD-holders specializing in machine learning, data science, and cybersecurity. The 6-week block model maintains momentum, live Zoom classes provide direct engagement with expert teaching staff, and personalized support through 1:1 coaching, academic forums, and dedicated learning advisers ensures student success.
Graduates enter an elite tier of Australia's workforce with data science solidified as one of the top five fastest-growing professions. Mid-career data scientists command salaries between $125,000 to $170,000, while senior roles often exceed $180,000. Career paths include Data Scientist roles analyzing raw data to uncover patterns and solve business problems across finance, IT, health, and retail; Data Engineer positions developing new ways to store and access large amounts of data; Business Intelligence Analyst roles using data to guide strategy; and advancement to senior management and executive positions like Chief Financial Officer. The diploma also serves as a pathway to the Master of Applied Data Science for those seeking further specialization.
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