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Area/Catalogue
INFS 3075

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Course Level
Undergraduate

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Offered Externally
Yes

Note: This offering may or may not be scheduled in every study period. Please refer to the timetable for further details.

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Course ID
164481

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Unit Value
4.5

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University-wide elective course
No

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Timetable/s
First Semester
(Study Period 2)
Course owner

Course owner
UniSA STEM

Course aim

To provide an overview of the tools and techniques of data analytics, and how these can be used by an organisation. To introduce and use some of the common tools for analysis.

Course content

Introduction to data-driven decision making, associated challenges and ethical considerations. Neural networks: classification problems, error functions, gradient descent, cross-entropy etc. Image analysis: image processing, manipulation, segmentation etc. Convolutional Neural Networks: introduction to CNNs, convolutional layers, stochastic gradient descent, network architectures. Time series analysis. Programming: Python.

 

Textbook(s)

Nil

Prerequisite(s)

Common to all relevant programs
Subject Area & Catalogue Number Course Name
MATH 2030 Applied Probability

Corequisite(s)

Nil

Teaching method

Component Duration
INTERNAL, MAWSON LAKES
Lecture 1 hour x 13 weeks
Computer Practical 1 hour x 12 weeks
Workshop 1 hour x 12 weeks
INTERNAL, CITY WEST
Lecture 1 hour x 13 weeks
Computer Practical 1 hour x 12 weeks
Workshop 1 hour x 12 weeks
EXTERNAL, MAWSON LAKES, ONLINE
Online N/A x 13 weeks

Note: These components may or may not be scheduled in every study period. Please refer to the timetable for further details.


Assessment

Task Length Weighting Duration
INTERNAL, MAWSON LAKES
Continuous assessment N/A 30% 9 weeks
Case study 2000 words 30% N/A
Assignment 2500 words 40% N/A
INTERNAL, CITY WEST
Continuous assessment N/A 30% 9 weeks
Case study 2000 words 30% N/A
Assignment 2500 words 40% N/A
EXTERNAL, MAWSON LAKES, ONLINE
Continuous assessment N/A 30% 9 weeks
Case study 2000 words 30% N/A
Assignment 2500 words 40% N/A

Fees

EFTSL*: 0.125
Commonwealth Supported program (Band 2)
To determine the fee for this course as part of a Commonwealth Supported program, go to:
How to determine your Commonwealth Supported course fee. (Opens new window)

Fee-paying program for domestic and international students
International students and students undertaking this course as part of a postgraduate fee paying program must refer to the relevant program home page to determine the cost for undertaking this course.

Non-award enrolment
Non-award tuition fees are set by the university. To determine the cost of this course, go to:
How to determine the relevant non award tuition fee. (Opens new window)

Not all courses are available on all of the above bases, and students must check to ensure that they are permitted to enrol in a particular course.

* Equivalent Full Time Study Load. Please note: all EFTSL values are published and calculated at ten decimal places. Values are displayed to three decimal places for ease of interpretation.

Course Coordinators

Degrees this course is offered in

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