Big Data Concepts

Course aim

To explore Big Data concepts, including cloud and Big Data architectures, an overview of Big Data analytics, implementation of Big Data initiatives, and to apply these concepts using an industry standard non-relational database environment.

Course content

Part A: Big Data Fundamentals
The Data explosion and the evolution of Big Data: definition, characteristics, sources and benefits of Big Data; Challenges with the data explosion: information management and strategy, privacy & security, data analytics; Skills, competencies and roles associated with Big Data.

Part B: Big Data Technologies Roadmap
Cloud and Big Data architectures; Non-relational databases: techniques for storing and processing large volumes of structured and unstructured data; Hadoop, MapReduce and the Big Data ecosystem; Information quality & governance of Big Data.

Part C: Big Data Analytics Overview
Reasoning, logic, dealing with uncertainty, search, indexing and memory, streams, information, language and sentiment, visualisation of Big Data.

Part D: Execution and Implementation of Big Data Initiatives
The business case for Big Data Initiatives, analytics process management, innovation using Big Data.

Part E: Future Directions in Big Data

Textbook(s)

Nil

Prerequisite(s)

Students studying in a postgraduate program in Engineering (LMEL) or Data Science (LCDA, LCDS, LGDS, LMDS) are exempt from the pre-requisite (INFS 1025) requirement. Student studying a sub-major in Digital Technologies for Education within the undergraduate LHSE program must complete 18 units of the sub-major before enrolling into Big Data Concepts.

Corequisite(s)

Nil

Teaching method

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

Assessment

Problem solving exercise, Professional plan, Skills demonstration

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:
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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:
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* 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.