宾大18Fall全新Data Science项目

顺便随手再安利下我自己的宾大的这个项目，介绍帖在这：http://www.1point3acres.com/bbs/thread-224531-1-1.html   。也是一个很新的项目，今年第一批毕业生出来了（4人）。录取背景比较宽，正在逐年扩招，各位想申DS/CS的可以随手一申。

wuyue920 发表于 2017-8-22 22:24
谢谢学长！看到你的超高GT，只有膜拜的份儿了。BTW，申请2个项目要交2份申请费吗？再谢！！

是的，要交两次钱

川川唔 发表于 2017-8-23 22:54
顺便随手再安利下我自己的宾大的这个项目，介绍帖在这：http://www.1point3acres.com/bbs/thread-224531-1- ...

其实说扩招，你们这一届也没有扩招。。

“活生生凑出了一个Data science major”

在这个帖子再复制一次课表好了
Foundations 两门：
1、Probability-从入门到高级的难度的课都可以选
2、编程技术cit 590: 宾大的热门课，全校范围都有很多人选，教Python和Java
以上两门课若以前修过类似的可以waive

Core三门：
1、STAT 512 Mathematical Statistics or CIS 515 Linear Algebra/Optimization or Computational Learning Theory CIS625  （任选一门）
2、CIS 545 Big Data Analytics
3、CIS 519 Intro to Machine Learning  or CIS 520 Machine Learning or STAT 571 Modern Data Mining

Technical & Depth Area Electives 5门 (如果waive了foundations的两门那这就是7门任选课)
这5(7)门任选课是这个项目最好的地方，以下是项目推荐的课

Data-Centric Programming
Software Systems (CIS 505) ---转码神课
Software Engineering (CIS573)
Computer Systems Programming (CIT595)
Advanced Programming (CIS 552)
Internet and Web Systems (CIS 555) --转码神课
Programming and Problem Solving (CIS559)

Statistics, Mathematical Foundations
Numerical Methods (ENM502)
Linear Algebra/Optimization (CIS515)
Complex Analysis (AMCS510)
Introduction to Optimization Theory (ESE504)
Regression Analysis (STAT621)
Stochastic Processes (STAT533)
Bayesian Methods (STAT 542 )
Convex Optimization (ESE605)
Information Theory (ESE674)

Data Collection, Representation, Management and Retrieval
Databases (CIS550)
Sample Survey Methods (STAT920)
Observational Studies (STAT921)

Data Analysis, Artificial Intelligence
Computational Linguistics (CIS530)
Computer Vision (CIS580, CIS581)
Advanced Topics in Computer Vision (CIS680)
Computational Learning Theory (CIS625)
Data Mining: Learning from Massive Datasets (ESE545)
Modern Data Mining (STAT571)
Advanced Topics in ML (CIS700)
Forecasting and Time-Series Analysis (STAT910)
AIgorithms (CIS502, CIS677, CIT596)
AI (CIS521)
Learning in Robotics (ESE650)

Modeling
Simulation Modeling and Analysis (ESE603)
Control of Systems (ESE505)
Data-driven Modeling and Probabilistic Scientific Computing (ENM540)

Biomedicine
Brain-Computer Interfaces (BE 521)
Network Neuroscience (BE 566)
Modeling Biological Systems (BE 567)
Bioinformatics (STAT 953)
Computational Neuroscience (PHYS 615)

Social/Network Science
Econometrics (ECON705, 706, 721, 722)
MKTG476/776 Applied Probability Models in Marketing

可以说是集全宾大各个学院包括沃顿的所有数据相关的精华课都可以选了

宾大其他学院学系的课，这些课程目前理论上是可以申请上的（包括沃顿，注：沃顿本身有个business analysis项目以及配套的课程）：

Computer & Information Science courses and faculty can be accessed at http://www.cis.upenn.edu/index.php
Statistics courses and faculty can be accessed at https://statistics.wharton.upenn.edu/
Electrical & Systems Engineering courses and faculty can be accessed at http://www.ese.upenn.edu/
Bioengineering courses and faculty can be accessed at http://www.be.seas.upenn.edu/
Physics courses and faculty can be accessed at http://www.physics.upenn.edu/
.1point3acresEconomics courses and faculty can be accessed at http://economics.sas.upenn.edu/
Marketing courses and faculty can be accessed at https://marketing.wharton.upenn.edu/
all courses offered at the University of Pennsylvania can be accessed at https://catalog.upenn.edu/undergraduate/courses/

https://docs.google.com/document/d/1OMNAzB05X-JTHHp5BbhK8y5UkNRfD_0i3QnP9ll07Zk/edit   完整课程计划...不知道不翻墙能不能看到

然后项目带Thesis / Practicum ，也就是可以任选方向做科研。如果做thesis的话，那selective就要少上两门，也就是3门selective+2个units的科研

楼主请问这个program的director是哪一个教授呀？ 我现在在Penn 想转这个专业