1. 必修课： Seminar Series in Career Development 职业发展系列讲座 Business Skills for Data Scientists数据科学家的业务技能 Data Consulting数据咨询 Databases数据库 Introduction to Data Science数据科学概论 Statistical Modelling I 统计建模I Statistical Modelling II统计建模II Unstructured Data非结构化数据 1）Artificial Intelligence 人工智能专业课程 Artificial Intelligence人工智能 Big data management and analysis infrastructure for unstructured data面向非结构化数据的大数据管理与分析基础设施 Classification分类 Computer vision计算机视觉 Data carpentry/munging 数据整理 Databases数据库 Intelligent agents智能代理 Natural language understanding自然语言理解 Neural networks神经网络 Statistical modelling and inference统计建模与推理 Supervised and unsupervised machine learning有监督和无监督机器学习 Visualization可视化 2）Finance, Banking, and Insurance 金融、银行和保险专业课程 Advanced Financial Modelling高级财务建模 Data Analytics for Consumer and Retail Credit消费者和零售信贷的数据分析 Financial Risk Management财务风险管理 Introduction to Financial Markets and Quantitative Finance with Excel用Excel介绍金融市场与量化金融 Investment Portfolio Management投资组合管理 Life Contingencies II 精算数学II Loss Models I 损失建模 I Monte Carlo Methods and Financial Applications 蒙特卡罗方法与金融应用 Mortality Modelling 死亡率模型 Stochastic Processes 随机过程 Survival Analysis 生存分析 The Mathematics of Financial Options 金融期权数学  ： ：: 3）Generalist 通才专业课程 Actuarial Practice I精算实务I Advanced Financial Modelling高级财务模型 Advanced Machine Learning高级机器学习 Analysis of Brain Imaging Data脑成像数据分析 Advanced Data Analysis高级数据分析 Cognitive Computing认知计算 Data Analytics for Consumer and Retail Credit消费者和零售信贷的数据分析 Databases II数据库II Distributed and Parallel Systems分布式并行系统 Financial Risk Management财务风险管理 Introduction to Financial Markets and Quantitative Finance with Excel用Excel介绍金融市场与量化金融 Investment Portfolio Management投资组合管理 Life Contingencies II不可预见费II Loss Models I 损失建模 I