高级计算机科学或高级计算机科学（人工智能）理学硕士

选修Optional modules

• 广告特设网络Ad Hoc Networks
• Mobile Ad Hoc Networks (MANETs)
• Vehicular Ad Hoc Networks (VANETs)
• Disconnection/Disruption/Delay Tolerant Networks (DTNs)
• first order logic
• 解析resolution
• description logic
• default reasoning
• rule-based systems
• belief networks
• 机器学习基础machine learning foundations
• pattern recognition foundations
• artificial neural networks
• 深学习deep learning
• 应用机器学习applications of machine learning
• data mining techniques and evaluating hypotheses
• basic lambda calculus
• operational semantics
• domain theory
• types, propositions as types and formal verification
• 运营研究仿真operations research simulation
• 社会仿真social simulation
• 数据科学data science
• automated scheduling
• 决策分析decision analysis
• task environments
• reactive, deliberative and hybrid architectures for individual agents
• architectures and coordination mechanisms for multi-agent systems
• 基础统计学basic statistics
• types of data
• 数据可视化技术data visualisation techniques
• 数据建模data modelling
• data pre-processing methods including data imputation
• forecasting methods
• clustering and classification methods (decision trees, naīve bayes classifiers, k-nearest neighbours)
• 数据仿真data simulation
• model interpretation techniques to aid decision support
• the nature of uncertainty captured by fuzzy sets and associated links to human reasoning
• inference using fuzzy sets
• similarity of fuzzy sets
• design and modelling of information via fuzzy sets
• type-1 fuzzy sets
• type-2 fuzzy sets
• fuzzy logic systems
• fuzzy set based applications
• the growing amounts of data
• the relational database management systems (RDBMS)
• an overview of Structured Query Languages (SQL)
• an introduction to NoSQL databases
• the difference between a relational DBMS and a NoSQL database
• how to identify the need to employ a NoSQL database
• 管理导论新软件或信息技术系统management of the introduction of new software or IT systems
• 软件项目管理实践software project management practices
• practical experience of use of an Agile software development project management process