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                 Code         Module                          Credits   Duration  Prerequisite(s)
                                                  YEAR 2 (Cont.)

                 COMP2116     Software Engineering            3        45 hrs   ---
                              This module introduces the concepts of software development. Emphasis will be put on
                              understanding  the  processes,  techniques  and  methods  used  to  develop  application
                              software. Besides, students are exposed to various software development approaches.
                              Upon completion, students will be able to understand the major software development
                              methodologies and techniques, appreciate their relative merits and their limitations.

                 CSAI2121     Probability and Statistics       3       45 hrs   ---
                              This learning module aims to provide the probabilistic and statistical skills which are
                              essential for AI. This module will cover descriptive statistics and probability theory basics.
                              To develop a broad understanding of random variables, popular probability distributions,
                              correlation  and  regression  analyses.  A  gentle  introduction  to  Maximum  Likelihood
                              Estimation (MLE) and Maximum A Posteriori (MAP) for Machine Learning will also be
                              covered.
                 CSAI2122     Introduction to Artificial Intelligence  3   45 hrs   ---
                              The learning module introduces both the theoretical and the practical aspects of artificial
                              intelligence (AI), including the fundamental mathematical models and the state-of-the-
                              art  tools  for  AI  problem  solving.  The  topics  include  mathematical  logic,  searching
                              heuristics,  Bayesian  inference,  machine  learning  and  Prolog  programming  language.
                              These topics cover a wide range of key topics in modern AI, from deterministic reasoning
                              to reasoning with uncertainty, from rule-based systems to learning-based systems, etc.
                 CSAI2123     Introduction to Data Science    3        45 hrs   ---
                              This module introduces the fundamentals of data science programming and the use of
                              Python programming language in data science to students. Python has become one of
                              the most popular programming languages for data analysis due to its powerful libraries
                              and  tools  such  as  Pandas,  NumPy,  and  Matplotlib.  This  module  is  designed  to  help
                              students become proficient in data analysis and wrangling using the Pandas library in
                              Python. The module will cover essential topics, such as data manipulation, cleaning,
                              visualization, and analysis, which will enable students to build data-driven solutions for
                              real-world problems.
                 MENG2111     English III                     3        45 hrs   MENG1112
                              This module aims to develop students’ general English language proficiency at the upper
                              intermediate level. Emphasis is placed on the understanding of vocabulary and the parts
                              of speech, as well as advanced grammatical conventions. Emphasis is placed on business
                              and academic communications with focus on presentation and writing skills. Students’
                              speaking and listening skills are developed through communicative practice activities.

                 MENG2112     English IV                      3        45 hrs   MENG2111
                              This module aims to refine students’ general English language proficiency at the upper
                              intermediate level. Emphasis is placed on the understanding of vocabulary and the parts
                              of speech, as well as advanced grammatical conventions. Emphasis is placed on business
                              and academic communications with focus on presentation and writing skills. Students’
                              speaking and listening skills are developed through communicative practice activities.






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