美国哥大数据科学项目专业介绍|真的很水吗?

留学中介2024-10-06 16:00:05留学之路

学费和学制

哥大的数据科学项目是由文理学院的统计系和工程学院的CS、IEOR系联合办理,设立在Data Science Institute。大部分学生选择1年修完课程,但也可以2年完成此项目。

2021-22学年的学费是$2,272/学分,要求修够30学分,总的学费是$68,160。

课程设置

Computer Science:

COMS W4121 Computer Systems for Data Science

COMS W4721 Machine Learning for Data Science

CSOR W4246 Algorithms for Data Science

Engineering:

ENGI E4800 Data Science Capstone and Ethics

3、Statistics:

STAT GR5701 Probability and Statistics for Data Science

STAT GR5702 Exploratory Data Analysis and Visualization

STAT GR5703 Statistical Inference and Modeling

4、Electives:

COMS W4995 Topics in Computer Science: Applied Machine Learning

COMS W4995 Topics in Computer Science: Applied Deep Learning

COMS W4995 Topics in Computer Science: Causal Inference for Data Science

COMS W4995 Topics in Computer Science: Data Analytics Pipeline

COMS W4995 Topics in Computer Science: Elements of Data Science

COMS E6998 Topics in Computer Science: Machine Learning with Probabilistic Programming

COMS E6998 Natural Language Processing: Computational Models of Social Meaning

EECS E6894 Topics in Information Processing: Deep Learning for Computer Vision, Speech, and Language

IEOR E4571 Topics in Operations Research: Personalization Theory & Application

IEOR E4721 Topics in Quantitative Finance: Big Data in Finance

STATS GR5293 Topics in Modern Statistics: Applied Machine Learning for Financial Modeling and Forecasting

STATS GR5293 Topics in Modern Statistics: Applied Machine Learning for Image Analysis

Cross-Registration Instructions for Non-Data Science Students

课程学习压力较大(好像对陆本的学生来说,刚去国外压力都大)。对于Statistics类课程,本科学过相关课程的话可以参加waive考试,考试通过可以选择更好的课程替代。哥大的NLP、ML类的课程是哥大的强项,选课竞争比较激烈。

申请解析

前提课程

量化课程如微积分、线性代数等;计算机编程,硕士课程中会要求R、Python、shell scripts、C和Java,你们看着办吧。

录取情况

官网FAQ里还是19年的数据,当时PT和FT的学生一共有150人左右,平均本科GPA3.76,GRE 168 (Q)、158 (V)、3.8 (W)。截止到21年5月,MSDS有679位校友。根据不完全统计,21年入学人数共有200左右。

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