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Unit of Study AIT91001 - Computational Intelligence and Machine Learning (2018)

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Unit Snapshot

  • Pre-requisites

    CSC72003 - Programming II
    OR - Fundamentals of Programming unless one of these units has been approved for advanced standing.

  • Enrolment information

    Assumed Knowledge: Basic linear algebra, calculus, programming and probability


Learning outcomes and graduate attributes

Unit Learning Outcomes express learning achievement in terms of what a student should know, understand and be able to do on completion of a unit. These outcomes are aligned with the graduate attributes. The unit learning outcomes and graduate attributes are also the basis of evaluating prior learning.

On completion of this unit, students should be able to:

GA1: Intellectual rigour, GA2: Creativity, GA3: Ethical practice, GA4: Knowledge of a discipline, GA5: Lifelong learning, GA6: Communication and social skills, GA7: Cultural competence
Learning outcome count Learning outcome description GA1 GA2 GA3 GA4 GA5 GA6 GA7
1 identify and evaluate the evolution and recent trends in computational intelligence and machine learning
2 critically analyse real-world machine learning problems and compare between a range of solutions in a variety of contexts
3 develop, create and implement machine learning solutions to complicated problems
4 plan and implement parts of the tasks in a machine learning pipeline to complete a predictive analysis problem to satisfaction

On completion of this unit, students should be able to:

  1. identify and evaluate the evolution and recent trends in computational intelligence and machine learning
    • GA4:
    • GA5:
  2. critically analyse real-world machine learning problems and compare between a range of solutions in a variety of contexts
    • GA2:
    • GA4:
    • GA5:
  3. develop, create and implement machine learning solutions to complicated problems
    • GA2:
    • GA4:
  4. plan and implement parts of the tasks in a machine learning pipeline to complete a predictive analysis problem to satisfaction
    • GA2:
    • GA4: