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Disclaimer: This article provides general information and is not legal or technical advice. For official guidelines on the safe and responsible use of AI, please refer to the Australian Government’s Guidance for AI Adoption →

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AI Bits for Techies | Issue #4 | 5 Feb 2026

Issue #4: Weekly deep dive into AI and ML advancements and updates.

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Authoritative references

  • Australia's AI Ethics Principles

    Eight voluntary principles designed to ensure AI is safe, secure and reliable.

  • Policy for the Responsible Use of AI in Government

    Framework for accelerated and sustainable AI adoption by government agencies.

  • National AI Centre (CSIRO)

    Coordinating Australia’s AI expertise and capabilities to build a responsible AI ecosystem.

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  1. /Articles
  2. /Learn AI Melbourne

Learn AI Melbourne

Key facts: Learn AI Melbourne

Brief, factual overview referencing current Australian context.

  • Where can I study AI in Melbourne?

    Universities and TAFE (e.g., Victoria University, Holmesglen) plus short courses and bootcamps; confirm current intakes on provider sites.

  • How long do AI courses take?

    Short courses: weeks; grad certs: 6–12 months part‑time; bachelor’s degrees: 3+ years. Timelines vary by provider.

  • Do I need coding or maths first?

    Beginner short courses often require none; university programs usually expect Python and maths (algebra, probability).

Learners collaborating at an AI workshop in Melbourne

Learn AI Melbourne – A practical overview for anyone in Melbourne deciding between university, TAFE and short courses, plus where to meet people and build real projects. Wherever you start, aim to produce a small, public piece of work within your first month.

Learners collaborating at an AI workshop in Melbourne
Learning pathways in Melbourne range from university and TAFE to short courses and community-led meetups.

Who is this guide for?

Founders & Teams

Make smart choices about AI upskilling and build portfolio demos that matter.

Students & Switchers

Map a path from beginner to job-ready with clear, achievable milestones.

Community Builders

Run workshops, study groups, or hack nights that help people learn together.

Where to study AI in Melbourne (universities, TAFE, and short courses)

Melbourne learners typically choose from three routes: university programs (from graduate certificates to degrees), TAFE/vocational training, and short courses/bootcamps. University options suit those seeking rigorous foundations and recognised credentials. TAFE and vocational routes emphasise practical job skills. Short courses are fastest to start and can help you test interest or upskill quickly. As at January 2026, providers such as Victoria University (graduate certificate) and Holmesglen (TAFE/short courses) list AI-related options—confirm details directly on each provider’s site.

Key insight
Pick the smallest credible study path that gets you building useful projects quickly. Credentials signal capability; portfolios demonstrate it.

Typical entry requirements (maths, coding, and work experience)

Group of diverse professionals collaborating in a retro tech startup environment, showcasing coding and maths skills.

Entry varies by level. Graduate certificates often expect prior study or industry experience, basic programming (commonly Python), and comfort with maths (linear algebra, probability). TAFE and many short courses allow beginners, sometimes offering bridging content. If you’re new to programming, start with a short Python primer and a quick refresher on algebra and statistics before enrolling in heavier AI subjects.

On‑campus vs online: how Melbourne providers deliver AI courses

People collaborate in a retro tech environment, discussing AI course options at Melbourne providers.

Most providers now support online, on‑campus, or hybrid delivery. Online study offers flexibility; on‑campus time gives access to labs, peers, and face‑to‑face support. Check the latest course page for campus locations, mode, and timetables. If you work full‑time, choose asynchronous options or evening classes; if you learn best with peers, prioritise in‑person sessions.

How long it takes and what it costs (2026 snapshot)

Timelines: short courses (weeks to a few months); graduate certificates (6–12 months part‑time); bachelor’s degrees (3+ years). Fees vary widely—short courses range from affordable intros to premium intensives; vocational and university programs are typically in the thousands per term or unit. Always verify current fees, intake dates, and any available support (e.g., eligibility for government loan schemes) on the provider’s site.

Choosing a course: a simple decision framework

First, define what you need in the next 6–12 months: a recognised credential, faster upskilling, or a career switch. Second, assess your baseline (maths, Python, data skills). Third, shortlist 2–3 providers that match your mode, budget, and timeline. Finally, compare syllabi and outcomes against a small project you want to build.

Step-by-step actions

  • 1Define your immediate goal (credential, upskilling, or switch).
  • 2Check entry requirements and delivery mode for 2–3 Melbourne providers.
  • 3Start a small project (e.g., a simple model or AI-enabled app) and iterate weekly.

Resources

Get templates for Learn AI Melbourne

Download a course-comparison worksheet and a one‑page project brief to keep your learning focused.

Download now
🗒️

Experiment Card

Preview

🧠

Decision Log

Preview

Pro tip
Treat every subject or short course as fuel for one portfolio project. Ship a tiny improvement each week and write two paragraphs explaining what you learned.

Learn beyond the classroom: meetups, hack nights, and community

Melbourne’s AI community is active and welcoming. Join meetups, hack nights, and study groups to learn faster and find collaborators. MLAI is a not‑for‑profit community supporting Australian AI practitioners and learners—if you’re keen to connect with locals, get in touch.

📝

Free MLAI Template Resource

Download our comprehensive template and checklist to structure your approach systematically. Created by the MLAI community for Australian startups and teams.

Access free templates

Build a portfolio that Melbourne employers recognise

Focus on small, real problems. Examples: a demand‑forecasting notebook for a local dataset, a retrieval‑augmented chatbot for public documents, or a computer‑vision demo on open images. Publish your code, add a README with metrics and limits, and write a short reflection. Two or three tidy, honest projects beat a long list of half‑finished experiments.

Next steps

Pick a learning path, start a tiny project this week, and plug into the community. For a broader view of the local landscape, explore our Australian AI ecosystem content and stay close to events and peers.

Tip: you can also browse our pillar overview at Australian AI ecosystem for related guides.

Sources & further reading

  • [1]Artificial Intelligence Courses in Melbourne

    Holmesglen Institute • Overview of AI-related study options and information from Holmesglen.

    Guide
  • [2]Graduate Certificate in Artificial Intelligence

    Victoria University • Course structure, entry requirements and delivery details for VU’s graduate certificate.

    Guide

Disclaimer: This article provides general information and is not legal or technical advice. For official guidelines on the safe and responsible use of AI, please refer to the Australian Government’s Guidance for AI Adoption →

Need help with Learn AI Melbourne?

MLAI is a not‑for‑profit community empowering the Australian AI community. Reach out for practical pointers to local learning paths.

Get recommendations

Friendly, community‑first guidance.

About the Author

Dr Sam Donegan

Dr Sam Donegan

Medical Doctor, AI Startup Founder & Lead Editor

Sam leads the MLAI editorial team, combining deep research in machine learning with practical guidance for Australian teams adopting AI responsibly.

AI-assisted drafting, human-edited and reviewed.

Frequently Asked Questions

Where can I learn AI in Melbourne?

Universities and TAFE providers in Melbourne offer AI-related study, alongside short courses. Examples include Victoria University (graduate certificate) and Holmesglen (TAFE/short courses). Always confirm current availability and entry requirements on the provider’s site.

Do I need to know Python before I start?

Many beginner short courses assume no prior coding. University-level programs often expect foundational programming (commonly Python) and maths. If you are new, start with an intro to Python and basic linear algebra to prepare.

How long do AI courses take?

Short courses can run from a few weeks to a couple of months. Graduate certificates often take 6–12 months part-time, while bachelor’s degrees typically span three years or more. Delivery and pace vary by provider.

Is online study available?

Yes. Many Melbourne providers offer online or hybrid delivery. Check each course page for the latest mode options, campus locations, and timetables.

How much does it cost to learn AI?

Costs vary widely by provider and level. Short courses range from low-cost community offerings to premium bootcamps. TAFE and university programs are typically in the thousands of dollars per unit/semester. Check the provider for fees and any government support options (e.g., FEE-HELP eligibility).

How do I get hands-on experience?

Build small projects, join local meetups and hack nights, contribute to open-source, and share your work publicly (e.g., GitHub or a short blog post). A portfolio of practical projects is highly valued by Melbourne employers.

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