6–24-week live cohorts in AI & Data Science, AI Engineering & Production and more — two evenings a week, small cohorts, a named lead instructor.
Intensive, jargon-free sessions for practitioners and executives. Building with Claude, Copilot at Work, and AI Leadership & Governance.
Private cohorts and bespoke curricula for engineering, data and product teams. Co-designed with your L&D function. Procurement-ready.
Every program ships a real, end-to-end project under real constraints — with the production scaffolding that fits the discipline: CI/CD, monitoring and deployment on the engineering courses; rigorous, reproducible analysis on the data-science ones.
The lead instructor for every cohort is named, public and reachable — with their current role and the kind of work they've actually shipped. Because the teacher is the product.
No guarantees we can't substantiate, no aspirational placement claims. Where we publish outcome figures we publish methodology, sample size and cohort year alongside. The number you read is the number we measured.
Small cohorts. Capped enrolments. We will turn away applicants who aren't a fit and recommend somewhere better. This is not the path to fast scale — it's the path to graduates we'd hire ourselves.
20+ years across energy, mining, finance and government. Adjunct Associate Professor at UWA. Teaches AI engineering, data science and production ML.
PhD neuroscience turned neural engineer. Builds analytics and evaluation frameworks for implantable medical devices, and supports the foundations cohorts.
We're hiring senior practitioners to lead future cohorts across our core tracks. We hire slowly, only against real cohort need.
Custom and private-cohort programs for engineering, data and product teams across resources, energy, finance, government and healthcare in Australia, New Zealand and Singapore.
Place multiple staff into a public open intake. Invoiced to the company, with reporting back to your L&D team.
Closed cohort delivered to your team only, with curriculum tuned to your stack, your data and your constraints. Sized to your team — no minimum.
Co-designed multi-module programs for capability transformations, including assessment, mentoring and on-the-job project work.
ABN, professional indemnity and public liability cover, NDA and MSA ready, and IP and data-handling frameworks. We can execute on your paper.
Australia replaced ten AI guardrails with six practices. Most coverage lists them. This is what each one actually costs you to do — and which ones organisations quietly fail.
A model that works in a notebook and a system a business can depend on are separated by four pieces of engineering. Teams skip all four, then wonder why the pilot never shipped.
Literacy programmes teach people to use the tools. They do not produce teams who can judge whether the output is safe to ship. A field guide for L&D leaders on what to teach instead.
