数据科学工具
Tools for Data Science
商业分析机器学习
ML for Business Analytics
点过程数据统计分析
Statistical Analysis of Point Process Data
广义线性模型
Generalized Linear Models
贝叶斯统计学
Bayesian Statistics
数理统计学
Mathematical Statistics
随机过程导论
Introduction to Stochastic Processes
时间序列与预测
Time Series and Forecasting
计算统计学
Computational Statistics
因果推断导论
Intro to Causal Inference
数据科学与机器学习的数学基础
Mathematical Foundations of Data Science and Machine Learning
统计学习理论
Statistical Learning Theory
商业实验与因果方法
Business Experimentation and Causal Methods
算法随机方法
Stochastic Methods for Algorithms
大数据工作负载工程
Engineering for Big Data Workloads
大规模数据工程
Data Engineering at Scale
物理与工程科学专题——科学人工智能
Special Topics in Physical and Engineering Sciences - AI for Science
数据系统架构
Data System Architectures
从数据学习导论
Introduction to Learning from Data
数据库系统研究生导论
Graduate Introduction to Database Systems
科学计算方法
Methods of Scientific Computing
数据科学深度学习
Deep Learning for Data Science
机器学习原理
Principles of Machine Learning
专题:序贯决策导论
Special Topics: Intro to Sequential Decision Making
数据科学方法论专题——大语言模型的理论与应用
Special Topics in Data Science Methodologies - Theory and Applications of Large Language Models
自然语言处理导论
Introduction to Natural Language Processing
深度学习(除非时间冲突,否则建议选择CDS DS 542而非CS 523)
Deep Learning (We recommend CDS DS 542 over CS 523 unless you have time conflicts)
强化学习导论
Introduction to Reinforcement Learning
人工智能
Artificial Intelligence
人类情境中的数据科学
DS in Human Contexts
数据科学、社会与伦理
Data Science, Society, and Ethics
密码学基础
Fundamentals of Cryptography
区块链及其应用
Blockchains and Their Applications
高级密码学
Advanced Cryptography
隐私意识计算机系统
Privacy-Conscious Computer Systems
数据科学产品管理
Data Science Product Management
Special Topics in Data Science Methodologies --- Data Engineering at Scale (Might change to other competencies )
Special Topics in Data Science Methodologies --- Data Engineering at Scale (Might change to other competencies )
研究生算法
Graduate Algorithms
运营与供应链分析
Operations and Supply Chain Analytics
用分析驱动竞争
Competing with Analytics
商业大数据分析
Big Data Analytics for Business
医疗保健中的机器学习与数据基础设施
Machine Learning and Data Infrastructure in Health Care
生物数据科学批判性阅读
Critical Reading in Biological Data Science
生物信息学与计算生物学导论
Intro to Bioinformatics and Computation Biology
Special Topics in Natural, Biological and medical science (Might change to other competencies )
Special Topics in Natural, Biological and medical science (Might change to other competencies )
计算生物学:机器学习基础
Computational Biology: Machine Learning Fundamentals
生物信息学应用
Applications in Bioinformatics
生物数据库系统
Biological Database Systems
Special Topics in DS Methodologies - Privacy in Practice (Might change to other competencies )
Special Topics in DS Methodologies - Privacy in Practice (Might change to other competencies )
硕士论文课程
Master Thesis Course
暑期实习课程
Summer Internship Course