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School of IT & Emerging Tech

Applied AI & Machine Learning

Models that leave the notebook. Applied, deployment-first machine learning. The difference between a notebook that scores well and a system somebody depends on is the entire point of this track.

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Inside the Applied AI & Machine Learning track
SpecialisationLevel
Confirmed on your counselling callDuration
Classroom · Hybrid · Self-paced onlineDelivery formats
3 interviewsGuaranteed on completion
Overview

Who this track is for

Learners with Python fundamentals in place who want to build and ship intelligent systems rather than describe them.

You leave with: A deployed model behind a working interface, with its evaluation, failure modes, and ethical review documented.

Curriculum

Built backward from what the job actually demands. Module sequencing is adjusted per cohort and delivery format.

  • Mathematics for ML, taught only where it changes a decision you make
  • Data collection, labelling, and the biases you inherit with a dataset
  • Classical machine learning and honest evaluation
  • Deep learning fundamentals
  • Working with large language models and modern APIs
  • MLOps: versioning, monitoring, retraining, and rollback
  • Deployment, inference cost, and latency as design constraints
  • Critical assessment of data privacy, accessibility, and model harm

What you'll be able to do

  • Frame a business problem as a machine-learning problem — or correctly refuse to
  • Deploy a model and keep it honest under monitoring
  • Articulate what your model gets wrong, and who that hurts
Honest caveat. The program is built to get you there, but that outcome isn't guaranteed simply by enrolling. It's likely for learners who put in the work, and it depends entirely on how seriously you engage with the course.
Prerequisites

Assumes Python fundamentals. If you do not have them yet, admissions will start you on the Python track.

Roles this points at
Machine Learning Engineer Applied AI Engineer Data Scientist MLOps Engineer AI Product Engineer
Fees

Fees vary by track and delivery format. Your program counsellor confirms exact pricing on the admissions call. Need-based financial assistance is evaluated separately from your admission decision — how that works.

Next Step

Enquire about Applied AI & Machine Learning

A 20-minute counselling call, not a sales pitch. We'll confirm the right starting point for your background, the exact duration for your chosen format, and the cost — and tell you if a different track fits better.

  • No entrance exam and no application fee gate.
  • Admission is not contingent on paying full fees upfront.
  • Three guaranteed interviews on successful completion.

Enquire — Applied AI & Machine Learning

Every track runs in all three formats — same curriculum, same mentors.
Assistance is need-based, evaluated case by case, and never affects your admission decision.
No spam, no drip sequence. A counsellor calls you back — that's it.
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Cybersecurity

Defend systems people actually depend on.

 Foundational to specialist

Full-Stack Development

Ship the whole thing, not just the part you like.

 Foundational

Python Programming & Automation

The language that gets you into the room.

 Advanced specialisation

System Design & Architecture

The interview that decides your level.