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ITO5149Applied data analysis

UnitLevel 5|6 credit points|Information Technology

This unit aims to provide you with the necessary analytical and data modelling skills for the roles of a data scientist or business analyst. You will be introduced to established and contemporary Machine Learning techniques for data...

Monash Online

ITO5001Applied practice 1

UnitLevel 5|6 credit points|Information Technology

This unit provides a practical and theoretical understanding to what it means to be an IT professional today, and will involve engaging with proprietary tools. Students will encounter a range of issues relevant to professional practice in...

Monash Online

ITO5002Applied practice 2

UnitLevel 5|6 credit points|Information Technology

This industry experience unit gives you the opportunity to research contemporary approaches to developing a defined project, develop new skills and apply the knowledge and skills they have already gained in a practical setting. You will...

Monash Online

ITO4137Architecture and networks

UnitLevel 4|6 credit points|Information Technology

This unit will introduce you to fundamentals of computer systems, with a focus on modern operating systems and networking technology. It covers: CPU, memory, storage and peripherals; Operating System basics; TCP/IP layered protocols; WAN...

Monash Online

ITO5225Cloud computing and security

UnitLevel 5|6 credit points|Information Technology

Cloud computing has emerged as a backend solution for many modern IT applications. It offers on-demand resources and subscription-based services in a pay-as-you-go model to individual and corporate end-users. Cloud computing facilitates...

Monash Online

ITO5129Cyber operations

UnitLevel 5|6 credit points|Information Technology

Enterprise networks are highly complex infrastructures that demand correct management practices in planning, operations and security. Significant challenges arise from the scale of operations required as well as the increasingly common...

Monash Online

ITO5212Data analysis for semi-structured data

UnitLevel 5|6 credit points|Information Technology

Semi-structured data is one of the fastest growing kinds of data in both the public and private sector, for instance in health. Email collections with sender-recipient graphs, metadata and text content is one example. This unit will...

Monash Online

ITO5147Data exploration and visualisation

UnitLevel 5|6 credit points|Information Technology

This unit introduces statistical and visualisation techniques for the exploratory analysis of data. It will cover the role of data visualisation in data science and its limitations. Visualisation of qualitative, quantitative, temporal and...

Monash Online

ITO5202Data processing for big data

UnitLevel 5|6 credit points|Information Technology

This unit focuses on big data processing, including volume, complexity, and velocity using the latest big data technologies. In big data volume, it covers large volume data processing using parallel technologies. In large dimensionality...

Monash Online

ITO5196Data wrangling

UnitLevel 5|6 credit points|Information Technology

This unit introduces tools and techniques for data wrangling. It will cover the problems that prevent raw data from being effectively used in analysis and the data cleansing and pre-processing tasks that prepare it for analytics. These...

Monash Online

ITO5216Discrete optimisation

UnitLevel 5|6 credit points|Information Technology

This unit introduces the fundamentals of modelling for discrete optimisation, focusing on how to rigorously express a discrete optimisation problem in a manner that can be solved. Some topics covered will include decision variables, basic...

Monash Online

ITO4001Foundations of computing

UnitLevel 4|6 credit points|Information Technology

Mathematics and Computer Science cannot be untangled. Most of the problems found in computer science are often formalized and solved with mathematical foundations. Many important problems addressed by computer scientists need the skills in...

Monash Online

ITO5047Fundamentals of artificial intelligence

UnitLevel 5|6 credit points|Information Technology

This unit introduces the main problems and approaches to designing intelligent software systems including automated search methods, knowledge representation and reasoning, reasoning under uncertainty, neural networks and machine learning...

Monash Online

ITO5221Intelligent image and video analysis

UnitLevel 5|6 credit points|Information Technology

This unit will discuss the fundamental and modern concepts in image and video analysis. You will be introduced to the basics of image processing and low-level vision. The topics related to image formation, operations, features and...

Monash Online

ITO5163Introduction to cryptography for cybersecurity

UnitLevel 5|6 credit points|Information Technology

The unit aims to provide you with in depth knowledge of techniques required to deal with security problems in information systems. The main areas of study include symmetric and asymmetric encryption techniques, cryptographic hash functions...

Monash Online

ITO4132Introduction to databases

UnitLevel 4|6 credit points|Information Technology

This unit will introduce the concept of data management in an organisation through relational database technology. Theoretical foundation of relational model, analysis and design, implementation of relational database using SQL will be...

Monash Online

ITO5145Introduction to data science

UnitLevel 5|6 credit points|Information Technology

This unit looks at processes, case studies and simple tools to understand the many facets of working with data, and the significant effort in Data Science over and above the core task of Data Analysis. Working with data as part of a...

Monash Online

ITO4133Introduction to Python

UnitLevel 4|6 credit points|Information Technology

This unit introduces programming fundamentals and the Python language to students. The unit provides a foundational understanding of program design and implementation of algorithms to solve computational problems. Fundamental programming...

Monash Online

ITO4131Java programming

UnitLevel 4|6 credit points|Information Technology

This unit aims to provide you with the basic concepts involved in the development of well structured software using a programming language. It concentrates on the development of problem solving skills applicable to all stages of the...

Monash Online

ITO5201Machine learning

UnitLevel 5|6 credit points|Information Technology

This unit introduces machine learning and the major kinds of statistical learning models and algorithms used in data analysis. Learning and the different kinds of learning will be covered and their usage will be discussed. The unit...

Monash Online