爱丁堡大学统计学与数据科学理学硕士项目旨在培训新一代统计学家,在数据科学领域发挥社会价值。课程大纲结合了严谨的统计学理论及将统计模型应用于数据的实践经验,具体课程包括:经典与贝叶斯理论、计算统计数据、回归分析、数据分析的模型和应用。多数学生毕业后作为私人和公共机构的统计学家,提供统计咨询意见。
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Statistics with Data Science MSc 统计学数据科学方向
This programme involves two taught semesters of compulsory and option courses followed by your dissertation project.
Compulsory courses have previously included:
Bayesian Data Analysis
Bayesian Theory
Generalised Regression Models
Incomplete Data Analysis
Statistical Programming
Statistical Research Skills
Optional courses have previously included:
Biomedical Data Science
Biostatistics
Credit Scoring
Fundamentals of Operational Research
Fundamentals of Optimization
Large Scale Optimization for Data Science
Machine Learning in Python
Machine Learning and Pattern Recognition*
Python Programming
Machine Learning in Python
Simulation
Probabilistic Modelling and Reasoning*
Methods for Causal Inference*
Statistical Methodology
Stochastic Modelling
Time Series
Text Technologies for Data Science*
*delivered by the School of Informatics
本课程包括两个学期的必修课和选修课,然后是你的论文项目。
必修课程之前包括:
贝叶斯数据分析
贝叶斯理论
广义回归模型
数据分析不完整
统计编程
统计研究技能
选修课程之前包括:
生物医学数据科学
生物统计学
信用评分
运筹学基础
优化基础
数据科学的大规模优化
Python中的机器学习
机器学习与模式识别*
Python编程
Python中的机器学习
模拟
概率建模与推理*
因果推理方法*
统计方法学
随机建模
时间序列
数据科学的文本技术*
*信息学院提供
录取要求:均分85%,背景是与数学相关专业如:数学,工程学,计算机科学,物理,生物学,经济学或商科,包括数学模块,微积分(包括多变量微积分)、线性代数、概率论、统计学和统计理论。雅思直录6.5(6.0)
IELTS Academic: total 6.5 with at least 6.0 in each component.
These entry requirements are for the 2022/23 academic year and requirements for future academic years may differ. Entry requirements for the 2023/24 academic year will be published on 3 October 2022.
A UK 2:1 degree, or its international equivalent, in a numerate discipline such as mathematics, engineering, computer science, physical or biological sciences, economics or business.
Your degree must have included substantial mathematics content, including calculus (including calculus of several variables), linear algebra, probability, statistics and statistical theory. Detailed information is available from the School of Mathematics website.
You can increase your chances of a successful application by exceeding the minimum programme requirements.
Students from China
This degree is Band C.
Band C: a minimum of 80%, awarded by a university on our Priority List
OR a minimum of 85% (“normal” level) from any recognised university
Academic Session Scotland Rest of UK International/EU
2022/23 £14,400 £14,400 £26,300
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