This course is an introduction course for natural language processing (NLP). The course discusses several main topics in natural language processing (NLP). These include theories, principles, components, methods, techniques, and applications of NLP. The major focus is given on the following subtopics: syntax analysis, syntactic analysis, semantic analysis, ambiguity analysis, and NLP applications.

This course is designed for students to carry out the process of data pre-processing and exploratory analysis. Process of data pre-processing involved activities such as data cleaning, integration, reduction and transformation, while exploratory analysis consists of analyzing data using non-graphical or graphical approach with univariate or multivariate.

This course aims to provide the necessary skills and knowledge for undergraduate IT students specializing in Data Science to be able to use statistical learning tools to analyze data for modelling and understanding complex datasets. This course will cover introduction to statistical inference, variability and common distributions, confidence intervals and hypothesis testing, power, multiple testing, sensitivity analysis, Jacknife and re-sampling, bootstrapping and permutation tests. This course is aimed to equip students with the tools needed to analyze real-world data and to justify their use through theory. Together, students will study basic concepts related to statistical inference and examine commonly used methods, with an emphasis on understanding when and how to apply them. Students will also learn how to use these methods on the statistical software R.

This course is designed for students to carry out the process of social analytics. Several concepts related to social media data and data analytics are introduced. The primary focus of this course is social media analyzed and what one could gain by doing such analysis is important. Some of the visualizations for exploring and presenting data will be explored by using data science programming tools.

This course focuses on basic multimedia concepts, multimedia elements, multimedia designs, multimedia technologies and areas of multimedia applications. It also introduces technologies in multimedia systems, including the platform, development tools and hardware categories. Students will be stressed on basic design principles and development processes to ease the process of developing multimedia systems. Other than that, the focus will also be given to the design and development of multimedia products using the latest tools and software.

This course focuses on basic multimedia concepts, multimedia elements, multimedia designs, multimedia technologies and areas of multimedia applications. It also introduces technologies in multimedia systems, including the platform, development tools and hardware categories. Students will be stressed on basic design principles and development processes to ease the process of developing multimedia systems. Other than that, the focus will also be given to the design and development of multimedia products using the latest tools and software.

This course focuses on basic multimedia concepts, multimedia elements, multimedia designs, multimedia technologies and areas of multimedia applications. It also introduces technologies in multimedia systems, including the platform, development tools and hardware categories. Students will be stressed on basic design principles and development processes to ease the process of developing multimedia systems. Other than that, the focus will also be given to the design and development of multimedia products using the latest tools and software.

This course focuses on basic multimedia concepts, multimedia elements, multimedia designs, multimedia technologies and areas of multimedia applications. It also introduces technologies in multimedia systems, including the platform, development tools and hardware categories. Students will be stressed on basic design principles and development processes to ease the process of developing multimedia systems. Other than that, the focus will also be given to the design and development of multimedia products using the latest tools and software.

This course emphasises of the basic concept of graphic design, regardless of the tools used. Students need to apply knowledge and skill related to graphic design technology theoretically and practically. And also design desktop publications through the use of various graphic editing tools to solve real industrial problems.