墨尔本大学 计算机硕士AI方向
Artificial Intelligence
Develop expertise in the design, implementation and analysis of systems that learn, plan and reason. Learn about knowledge representation and planning, machine learning and data mining, digital ethics and security analytics.
在系统的设计、实施和分析方面培养专业知识,学习、计划和推理。了解知识表示和规划、机器学习和数据挖掘、数字伦理和安全分析。
课程设置:
Foundation
Students must complete four subjects (50 points):
l Programming and Software Development程序设计和软件开发
l Algorithms and Complexity算法和复杂性
l Internet Technologies互联网技术
l Database Systems & Information Modelling数据库系统与信息建模
Artificial Intelligence Specialisation Core
Students must complete both subjects (25 points):
l AI Planning for Autonomy人工智能自主规划
l Introduction to Machine Learning机器学习概论
Artificial Intelligence Specialisation Electives
Select two subjects (25 points):
l Impact of Digitisation数字化的影响
l Declarative Programming声明式编程
l Statistical Machine Learning统计机器学习
l Models of Computation计算模型
l Cryptography and Security密码学与安全
l Advanced Database Systems高级数据库系统
Artificial Intelligence Advanced Specialisation Core
Students must complete SWEN90016 Software Processes and Management (12.5 points) and one of the three other listed subjects (37.5 points):
l Software Processes and Management软件过程和管理
l Research Project研究项目
l Technology Innovation Project技术创新项目
l Software Project软件项目
Artificial Intelligence Advanced Specialisation Subjects
Select two subject (25 points)
l Natural Language Processing自然语言处理
l Statistical Machine Learning统计机器学习
l Security Analytics安全分析
l Computational Modelling and Simulation计算建模与仿真
Advanced Computing and Information Systems Electives
Choose three subjects (37.5 points):
l Business Practicum商业实习
l Global Business Practicum全球商业实习
l Distributed Systems分布式系统
l Mobile Computing Systems Programming移动计算系统编程
l Cluster and Cloud Computing集群与云计算
l Natural Language Processing自然语言处理
l Statistical Machine Learning统计机器学习
l AI Planning for Autonomy人工智能自主规划
l Advanced Theoretical Computer Science高级理论计算机科学
l Security Analytics安全分析
l Internship实习
l Creating Innovative Professionals打造创新型专业人才
l Information Visualisation信息可视化
l Foundations of Spatial Information空间信息基础
l Innovation & Entrepreneurship in IT信息技术创新与创业
Modelling Complex Software Systems复杂软件系统建模