Unit

School Of Computer, Data And Mathematical Sciences

Predictive AnalyticsWestern Sydney University Unit Code: 301117.2

Discipline: COMPUTER SCIENCE

Student Contribution Band: 2

Level: 7

Credit Points: 10

Prerequisite
301114 The Nature of Data

Unit Enrolment Restrictions
Students must be enrolled in a postgraduate course.


About this Unit
The information age has allowed business and science to take advantage of the vast amount of available data for predicting outcomes and estimating trends, to make informed decisions. Machine learning is the process of allowing a computer to learn from data, which at its heart is used in making these important decisions. This unit provides students with the knowledge and practice required to implement and effectively use these predictive models such as Neural Networks and Support Vector Machines, and provides opportunity for students to investigate state-of-the-art. Students will use the Python programming language throughout this unit.

Special Requirements - Essential Equipment
Access to a computer is required.


Courses
2761.3Master of Business AdministrationCONTINUING
2761.5Master of Business AdministrationCONTINUING
2761.6Master of Business AdministrationCURRENT
3698.1Master of Information and Communications Technology (Advanced)CONTINUING
3698.4Master of Information and Communications Technology (Advanced)CURRENT
3699.3Master of Information and Communications TechnologyCONTINUING
3699.4Master of Information and Communications TechnologyCURRENT
3700.2Graduate Diploma in Information and Communications TechnologyCURRENT
3702.1Master of Information and Communications Technology (Research)CONTINUING
3735.1Master of Data ScienceCONTINUING
3735.2Master of Data ScienceCURRENT
3749.2Master of ScienceCURRENT
3750.1Graduate Diploma in Data ScienceCONTINUING
3750.2Graduate Diploma in Data ScienceCURRENT
3751.1Graduate Certificate in Data ScienceCURRENT
3752.1Master of Project ManagementCONTINUING
3752.2Master of Project ManagementCONTINUING
3752.3Master of Project ManagementCONTINUING
3752.4Master of Project ManagementCURRENT
3760.1Graduate Diploma in Project Management (exit only)CONTINUING
3760.2Graduate Diploma in Project Management (exit only)CONTINUING
3765.1Master of Artificial IntelligenceCURRENT
3766.1Graduate Diploma in Artificial Intelligence (Exit only)CURRENT
3775.1Graduate Diploma in Information GovernanceCURRENT
3776.1Graduate Certificate in Science (Exit only)CURRENT
3777.1Graduate Diploma in Science (Exit only)CURRENT
3779.1Master of Information GovernanceCURRENT
3780.1Master of Information and Communications Technology/Master of Data ScienceCURRENT
3784.1Graduate Certificate in Machine LearningCURRENT
3786.1Graduate Diploma in Project ManagementCURRENT
MICTRES.1Master of Information and Communications Technology (Research)CURRENT


Specialisations

A3016.1Master of Information and Communications Technology (Research) Pathway A - 2.5 yr programCONTINUING
A3018.1Master of Information and Communications Technology (Research) Pathway C - 2 year programCONTINUING
A3025.1Graduate Diploma in Information and Communications Technology Pathway A - 1.5 yearsCURRENT
A3026.1Graduate Diploma in Information and Communications Technology Pathway B - 1 yearCURRENT
A3027.1Graduate Diploma in Information and Communications Technology Pathway C - 1 yearCURRENT
A3034.1Master of Information and Communications Technology Pathway A - 2 yearsCONTINUING
A3035.1Master of Information and Communications Technology Pathway B - 1.5 yearsCONTINUING
A3036.1Master of Information and Communications Technology Pathway C - 1.5 yearsCONTINUING
A3037.1Master of Information and Communications Technology (Advanced) Pathway A - 2.5 yearsCURRENT
A3038.1Master of Information and Communications Technology (Advanced) Pathway B - 2 year programCURRENT
A3039.1Master of Information and Communications Technology (Advanced) Pathway C - 2 yearsCURRENT
A3040.1Master of Information and Communications Technology Pathway A - 2 yearsCURRENT
A3041.1Master of Information and Communications Technology Pathway B - 1.5 yearsCURRENT
A3042.1Master of Information and Communications Technology Pathway C - 1.5 yearsCURRENT
A3043.1Master of Project Management - Pathway A - ResearchCURRENT
A3044.1Master of Project Management - Pathway B - CourseworkCURRENT
A3045.1Master of Project Management - Pathway C - Work PlacementCURRENT
A3046.1Master of Communications Technology/Master of Data Science - Pathway A - 3 year programCURRENT
A3047.1Master of Info and Com Technology/Master of Data Sci - Pathway B - 2.5 Year programCURRENT
A3048.1Master of Communications Technology/Master of Data Science - Pathway C -2.5 yr programCURRENT
SP2020.1Business AnalyticsCURRENT
ST3053.1Data AnalyticsCURRENT
ST3059.1Information TechnologyCURRENT
ST3064.1Artificial IntelligenceCONTINUING




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