Unit of competency
Modification History
Release |
Comments |
Release 1 |
This version first released with ICT Information and Communications Technology Training Package Version 6.0. |
Application
This unit describes the skills and knowledge required to cluster data extracts from big data following unsupervised machine learning methodologies and report on the findings.
It applies to individuals who work in roles including, data analysts, data scientists, machine learning engineers, developers and programmers, and are responsible for data mining and machine learning activities with big data within medium to large organisations.
No licensing, legislative or certification requirements apply to this unit at the time of publication.
Unit Sector
Data analytics
Elements and Performance Criteria
ELEMENT |
PERFORMANCE CRITERIA |
Elements describe the essential outcomes. |
Performance criteria describe the performance needed to demonstrate achievement of the element. |
1.Determine data clustering requirements |
1.1 Research organisation’s need for data clustering and define problem, objective and outputs 1.2 Determine required machine and input data set according to task requirements 1.3 Define evaluation protocol and accepted measure of success 1.4 Develop and document required benchmark model |
2. Prepare data |
2.1 Collect data according to task requirements 2.2 Evaluate data quantity, completeness and alignment according to task requirements 2.3 Transform and format data according to specifications 2.4 Finalise data preparation according to task requirements |
3. Cluster data |
3.1 Input raw data according to task requirements 3.2 Run required algorithm and adhere to required processing time frame 3.3 Obtain output reports and determine completeness of task according requirements |
4. Finalise data clustering tasks |
4.1 Analyse data report and determine clustering tasks have been completed according to task requirements 4.2 Interpret, summarise and document findings 4.3 Communicate findings to required personnel and seek and respond to feedback 4.4 Lodge documentation according to task requirements and finalise task activities according to organisational requirements |
Foundation Skills
This section describes those language, literacy, numeracy and employment skills that are essential to performance but not explicit in the performance criteria.
S KILL |
D ESCRIPTION |
Numeracy |
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Oral communication |
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Reading |
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Writing |
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Planning and organising |
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Problem solving |
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Self-management |
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Technology |
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Unit Mapping Information
No equivalent unit. New unit.
Links
Companion Volume Implementation Guide is found on VETNet - https://vetnet.gov.au/Pages/TrainingDocs.aspx?q=a53af4e4-b400-484e-b778-71c9e9d6aff2