Build AI Systems That Work
Under Real Conditions

The Engineering Foundations track is written for developers who have some Python experience and want to understand the infrastructure side of machine learning. The Systems and Serving track suits engineers who can already train a model but have not yet run one under production load. The Capstone Residency is for practitioners ready to work on a problem from a real organisation or their own workplace.

All three tracks run on a cohort schedule with fixed start dates. Materials are available online, but exercises have submission deadlines and tutor feedback is tied to the cohort calendar. The Systems and Serving track includes two live sessions per cohort period. The Capstone Residency has weekly mentor sessions that are scheduled individually.

Engineering Foundations asks for around eight hours a week across seven weeks. Systems and Serving runs for fifteen weeks at approximately eleven hours per week. The Capstone Residency spans twenty-two weeks; the time varies by project but includes one weekly mentor session and fortnightly architecture reviews.

The completion record states the track name, the topics covered, the duration of study, and the assessed components that were submitted and passed. It is issued by Nullabyte and can be shared with employers or included in a portfolio. For the Capstone, the hosted demonstration and technical report serve as additional evidence of the work done.

Cloud credits are provided in Track 02 (Systems and Serving) and Track 03 (Capstone Residency) to cover the deployments and load-testing exercises included in those tracks. Track 01 (Engineering Foundations) runs primarily on local environments and does not require cloud spend during the course.

Yes. Each track has its own entry requirements rather than requiring a Nullabyte prerequisite. If you already work with containerised environments and version control daily, you may be well suited to enter at Track 02. Write to us and describe your current background; we will suggest where to start.

All course materials and sessions are delivered online. Learners from anywhere are welcome to enrol. Fees are listed in Malaysian Ringgit; payment arrangements can be discussed at enrolment.