哥大Master CS 方向

哥大的CS Master 需要在下面的几个方向中选一个。
我在Software Systems 和Machine Learning之前犹豫不决，之所以发在这个板块下就是想听听各位找工大牛说说这两个方向的就业前景，两个方向毕业后都是做什么工作，有什么差异。有很多大牛都说没什么区别，但是我的基础不咋地，原来是EE的，还带靠这些课程来个系统的提高。
Computational Biology Computer SecurityFoundations of Computer Science Machine Learning Natural Language Processing Network Systems Software Systems Vision and GraphicsMS PersonalizedMS Thesis

万分感谢。下面是两个方向的要求课表：
THE SOFTWARE SYSTEMS TRACK

Course ID	Title
COMS W4111	Introduction to Databases
COMS W4112	Database System Implementation
COMS W4117	Compilers and Interpreters
COMS W4130	Principles and Practice of Parallel Programming
COMS W4156	Advanced Software Engineering (only for students who first enrolled prior to Fall 2014)
COMS W4170	User Interface Design
COMS W4187	Security Architecture and Engineering
COMS W4444	Programming and Problem Solving
COMS W4460	Principles of Innovation and Entrepreneurship
COMS W4995*	Topics in Computer Science (Fall 2014: DISTRIBUTED SYS FUNDAMENTALS)

Course ID	Title
COMS E6111	Advanced Database Systems
COMS E6117	Topics in Programming Languages and Translators
COMS E6118	Operating Systems II
COMS E6121	Reliable Software
COMS E6123	Programming Environments and Software Tools
COMS E6125	Web-Enhanced Information Management
COMS E6901*	Projects in Computer Science
COMS E6998*	Topics in Computer Science (Fall 2014: ADV TPCS PROG LANG COMPILERS,CLOUD COMPUTING & BIG DATA)

THE MACHINE LEARNING TRACK

Course ID	Title
COMS W4252	Introduction to Computational Learning Theory
COMS W4771 or COMS W4721*	Machine Learning/Machine Learning for Data Science
COMS W4772	Advanced Machine Learning

Course ID	Title
COMS W4111	Introduction to Databases
COMS W4252	Introduction to Computational Learning Theory
CSOR W4246	Algorithms for Data Science
COMS W4705	Intro to Natural Language Processing
COMS W4731	Computer Vision
COMS W4733	Computational Aspects of Robotics
COMS W4737	Biometrics
COMS W4761	Computational Genomics
COMS W4771 or COMS W4721*	Machine Learning/Machine Learning for Data Science
COMS W4772	Advanced Machine Learning
COMS W4776	Machine Learning for Data Science
COMS W4995	Intro Social Networks
COMS E6111	Advanced Database Systems
COMS E6253	Advanced Topics in Computational Learning Theory
COMS E6717 (ELEN E6717)	Information Theory
COMS E6735	Visual Databases
COMS E6737	Biometrics
COMS E6901	Projects in Computer Science
COMS E6998	Search Engine Technology
COMS E6998	Network Theory
COMS E6998	Algorithmic Game Theory
COMS E6998	Statistical Methods for NLP
COMS E6998	NLP for the Web
COMS E6998	Advanced Topic in Machine Learning
COMS E6998	Machine Translation
COMS E6998	Machine Learning for NLP
COMS E6998	Intro/Distributed Data Mining
COMS E6998	Analysis of social Info. Nets
COMS E6998	Algorithms/Deal/Massive Data
COMS E6998	Econ of Social Networks
COMS E6998	Social Networks
COMS E6998	CV and ML an Mobile Platforms
COMS E6998	Data Science & Entrepreneurship
COMS E6998*	Fund of Speaker Recognition/Fund of Speech Recognition
COMS E6998	Bayesian Analysis for NLP
COMS E6998	Sublinear Time Algos Learning
COMS E6998	Semantic Tech in IBM Watson
COMS E6998	Cloud and Big Data
COMS E6998	Digitally Mediated Storytelling
COMS E6998	High-Dimensional Data Analysis
CSEE E6892	Bayesian Models in Machine Learning
CSEE E6898	Large-Scale Machine Learning
CSEE E6898	Sparse Signal Modeling
EEBM E6040	Neural Networks and Deep Learning
EECS E6893	Big Data Analytics
EECS E6895	Topic Adv Big Data Analytics
IEOR E6613	Optimization I
IEOR E8100	Optimization Methods in Machine Learning
SIEO 4150 or STAT W4201	Probability and Statistics/Advanced Data Analysis
STAT W4240	Data Mining
STAT W4249	Applied Data Science
STAT G4400	Statistical Machine Learning
STAT W4700	Probability and Statistics
STAT G6101	Statistical Modeling and Data Analysis I
STAT G6104	Computational Statistics

.1point3acres

LiamZhu 发表于 2014-12-25 22:17
如果打算打完找码农工作的就选Software System吧
感觉真正的Machine Learning的工作得读了PhD才有资格

Machine learning读完是什么工作呢？

既然楼主的要求还是很明确的
如果单从上面列出的来的课程来看的话，那肯定都是Software System了
Machine Learning的课程局限性比较大

不过如果两个Track都可以选修相同的课的话，那其实就没有很大的区别。
就是Software System的必修课覆盖的面更广更基础一点

LiamZhu 发表于 2014-12-25 21:21
既然楼主的要求还是很明确的
如果单从上面列出的来的课程来看的话，那肯定都是Software System了
Machine ...

每个track 都带选购自己方向的课程才可以选其它的，基本也没剩多少学分可以选其它方向的课程了。不知道这两个方向将来的就业差异如何。

如果你只是master走人，选啥track都没啥差别其实，如果你想继续读phd就选一个自己感兴趣的track。

漂洋过海 发表于 2014-12-26 10:37
每个track 都带选购自己方向的课程才可以选其它的，基本也没剩多少学分可以选其它方向的课程了。不知道这 ...

如果打算打完找码农工作的就选Software System吧
感觉真正的Machine Learning的工作得读了PhD才有资格

漂洋过海 发表于 2014-12-26 11:20
Machine learning读完是什么工作呢？

你是指Machine Learning Phd读完吗？
就是Machine Learning Model的设计，架构之类的。
Master出来估计还没能力搞这个，只能当当码农

求LZ背景....有点中意哥大CS

tsaids 发表于 2014-12-26 09:14
求LZ背景....有点中意哥大CS

我履历很挫，没什么参照性，就不拿出来现眼了。