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Unit of study_

Principles of Data Science - COMP5310

The focus of this unit is on understanding and applying relevant concepts, techniques, algorithms, and tools for the analysis, management and visualisation of data- with the goal of enabling discovery of information and knowledge to guide effective decision making and to gain new insights from large data sets. To this end, this unit of study provides a broad introduction to data management, analysis, modelling and visualisation using the Python programming language. Development of custom software using the powerful, general-purpose Python scripting language; Data collection, cleaning, pre-processing, and storage using various databases; Exploratory data analysis to understand and profile complex data sets; Mining unlabelled data to identify relationships, patterns, and trends; Machine learning from labelled data to predict into the future; Communicate findings to varied audiences, including effective data visualisations. Core data science content will be taught in normal lecture + tutorial delivery mode. Python programming will be taught through an online learning platform in addition to the weekly face-to-face lecture/tutorials. The unit of study will include hands-on exercises covering the range of data science skills above.

Classes
Lectures, Laboratory

Assessment
Through semester assessment (50%) Final Exam (50%)

Prohibitions

INFO3406

Details

Faculty: Engineering

Semester 1

24 Feb 2020

Department/School: Computer Science
Study Mode: Normal (lecture/lab/tutorial) evening
Census Date: 31 Mar 2020
Unit of study level: Postgraduate
Credit points: 6.0
EFTSL: 0.125
Available for study abroad and exchange: No
Faculty/department permission required? No
Location
Camperdown
Faculty: Engineering

Semester 2

03 Aug 2020

Department/School: Computer Science
Study Mode: Normal (lecture/lab/tutorial) evening
Census Date: 31 Aug 2020
Unit of study level: Postgraduate
Credit points: 6.0
EFTSL: 0.125
Available for study abroad and exchange: No
Faculty/department permission required? No
Location
Camperdown
More details
Unit of Study coordinator: Ali Anaissi
HECS Band: 2
Courses that offer this unit

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