Unit convenor and teaching staff |
Unit convenor and teaching staff
Convenor, lecturer
Diego Molla-Aliod
Contact via diego.molla-aliod@mq.edu.au
4 Research Park Drive, 358
See: http://web.science.mq.edu.au/~diego/
Lecturer
Guanfeng Liu
Contact via guanfeng.liu@mq.edu.au
4 Research Park Drive, 366
See http://web.science.mq.edu.au/~gliu
Tutor
Urvashi Khanna
See iLearn
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Credit points |
Credit points
4
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Prerequisites |
Prerequisites
Admission to MRes
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Corequisites |
Corequisites
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Co-badged status |
Co-badged status
ITEC874
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Unit description |
Unit description
This unit introduces students to the specialised technologies required for big data applications in business, organisations and scientific research. It covers specialised methods for storing, manipulating, analysing and exploiting the ever-increasing amounts of data that are encountered in practical applications, and provides hands-on training in advanced topics such as distributed computing clusters and 'cloud computing'.
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Information about important academic dates including deadlines for withdrawing from units are available at https://www.mq.edu.au/study/calendar-of-dates
On successful completion of this unit, you will be able to:
No extensions will be granted without an approved application for Special Consideration. There will be a deduction of 10% of the total available marks made from the total awarded mark for each 24 hour period or part thereof that the submission is late. For example, 25 hours late in submission for an assignment worth 10 marks – 20% penalty or 2 marks deducted from the total. No submission will be accepted after solutions have been posted.
If you receive Special Consideration for the final exam, a supplementary exam will be scheduled after the normal exam period, following the release of marks. By making a special consideration application for the final exam you are declaring yourself available for a resit during the supplementary examination period and will not be eligible for a second special consideration approval based on pre-existing commitments. Please ensure you are familiar with the policy prior to submitting an application. Approved applicants will receive an individual notification one week prior to the exam with the exact date and time of their supplementary examination.
Name | Weighting | Hurdle | Due |
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Assignment 1 - Data Lakes | 10% | No | Week 3 |
Assignment 2 - Processing Data | 20% | No | Week 8 |
Assignment 3 - Data Analysis | 20% | No | Week 12 |
Final examination | 50% | No | Examination period |
Due: Week 3
Weighting: 10%
In this assignment you will explore the management of big data using data lake technology.
Due: Week 8
Weighting: 20%
In this assignment you will apply techniques to index, search and process high-dimensional data.
Due: Week 12
Weighting: 20%
In this assignment you will perform analysis of Big Data.
Due: Examination period
Weighting: 50%
The final exam will focus on the theoretical aspects of the unit.
All required and recommended readings will be provided as part of the lecture material.
The following software is used in ITEC874:
This software is installed in the labs; you should also ensure that you have working copies of all the above on your own machine. Note that some of this software requires internet access.
Many packages come in various versions; to avoid potential incompatibilities, you should install versions as close as possible to those used in the labs.
The unit web page will be hosted in iLearn, where you will need to login using your Student One ID and password. The unit will make extensive use of discussion boards also hosted in iLearn. Please post questions there, they will be monitored by the staff on the unit.
Below is a tentative unit schedule.
Week | Lecture | Workshop |
1 | Introduction to Big Data | MongoDB |
2 | Organising Big Data -- From Relational to NoSQL | Data Lake Services |
3 | Big Data and Society | Big Data and Society |
4 | Indexing Big Data -- R-Tree | R-Tree |
5 | Searching Big Data -- NN Search and Skyline | NN Search |
6 | Processing Big Data -- Divide and Conquer | Divide and Conquer |
7 | Industry Talk -- (TBA) | Processing High-Dimensional Data |
RECESS | ||
8 | Analysing Big Data | Azure Machine Learning Studio |
9 | Text Analytics | Azure ML Studio; SAS Enterprise Miner |
10 | Visualising Big Data | SAS Visual Analytics; Tableau |
11 | Analysing Streaming Data | SAS Visual Analytics; Tableau |
12 | Industry Talk -- (TBA) | TBA |
Macquarie University policies and procedures are accessible from Policy Central (https://staff.mq.edu.au/work/strategy-planning-and-governance/university-policies-and-procedures/policy-central). Students should be aware of the following policies in particular with regard to Learning and Teaching:
Undergraduate students seeking more policy resources can visit the Student Policy Gateway (https://students.mq.edu.au/support/study/student-policy-gateway). It is your one-stop-shop for the key policies you need to know about throughout your undergraduate student journey.
If you would like to see all the policies relevant to Learning and Teaching visit Policy Central (https://staff.mq.edu.au/work/strategy-planning-and-governance/university-policies-and-procedures/policy-central).
Macquarie University students have a responsibility to be familiar with the Student Code of Conduct: https://students.mq.edu.au/study/getting-started/student-conduct
Results published on platform other than eStudent, (eg. iLearn, Coursera etc.) or released directly by your Unit Convenor, are not confirmed as they are subject to final approval by the University. Once approved, final results will be sent to your student email address and will be made available in eStudent. For more information visit ask.mq.edu.au or if you are a Global MBA student contact globalmba.support@mq.edu.au
If you receive special consideration for the final exam, a supplementary exam will be scheduled in the week of December 17-21 2018. By making a special consideration application for the final exam you are declaring yourself available for a resit during the supplementary examination period and will not be eligible for a second special consideration approval based on pre-existing commitments. Please ensure you are familiar with the policy prior to submitting an application. Approved applicants will receive an individual notification one week prior to the exam with the exact date and time of their supplementary examination.
Macquarie University provides a range of support services for students. For details, visit http://students.mq.edu.au/support/
Learning Skills (mq.edu.au/learningskills) provides academic writing resources and study strategies to improve your marks and take control of your study.
Students with a disability are encouraged to contact the Disability Service who can provide appropriate help with any issues that arise during their studies.
For all student enquiries, visit Student Connect at ask.mq.edu.au
If you are a Global MBA student contact globalmba.support@mq.edu.au
For help with University computer systems and technology, visit http://www.mq.edu.au/about_us/offices_and_units/information_technology/help/.
When using the University's IT, you must adhere to the Acceptable Use of IT Resources Policy. The policy applies to all who connect to the MQ network including students.
Our postgraduates will demonstrate a high standard of discernment and common sense in their professional and personal judgment. They will have the ability to make informed choices and decisions that reflect both the nature of their professional work and their personal perspectives.
This graduate capability is supported by:
Our postgraduates will be able to demonstrate a significantly enhanced depth and breadth of knowledge, scholarly understanding, and specific subject content knowledge in their chosen fields.
This graduate capability is supported by:
Our postgraduates will be capable of utilising and reflecting on prior knowledge and experience, of applying higher level critical thinking skills, and of integrating and synthesising learning and knowledge from a range of sources and environments. A characteristic of this form of thinking is the generation of new, professionally oriented knowledge through personal or group-based critique of practice and theory.
This graduate capability is supported by:
Our postgraduates will be capable of systematic enquiry; able to use research skills to create new knowledge that can be applied to real world issues, or contribute to a field of study or practice to enhance society. They will be capable of creative questioning, problem finding and problem solving.
This graduate capability is supported by:
Our postgraduates will be able to communicate effectively and convey their views to different social, cultural, and professional audiences. They will be able to use a variety of technologically supported media to communicate with empathy using a range of written, spoken or visual formats.
This graduate capability is supported by:
Our postgraduates will be ethically aware and capable of confident transformative action in relation to their professional responsibilities and the wider community. They will have a sense of connectedness with others and country and have a sense of mutual obligation. They will be able to appreciate the impact of their professional roles for social justice and inclusion related to national and global issues
This graduate capability is supported by:
There are no significant changes from the previous offering.
This unit does not have hurdle assessments. The final mark of the unit will be obtained by summing the marks of all the assessment tasks for a total mark of 100. The final grade will be determined based on the final mark according to the thresholds established by Macquarie University. As per July 2019, the thresholds are:
Criteria for passing the different assessment tasks will reflect the above standards and be made clear in the guidelines distributed with the task descriptions.
Date | Description |
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29/07/2019 | The updated guide includes the name of the tutor (Urvashi Khanna). Policies on late submission and supplementary exam have been updated. The section on grading standards has now more detail. |