推荐:数据科学课程和书籍清单以及培训讲座


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[各校讨论] 【转】全美硕士data science 项目信息汇总

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tubaobao4321 发表于 2014-8-15 05:48:25 | 显示全部楼层 |阅读模式

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本帖最后由 anonym 于 2014-8-15 20:42 编辑

第一次发帖,不妥请原谅。. 1point3acres.com/bbs

. from: 1point3acres.com/bbs 地址: http://www.mastersindatascience.org/schools/23-great-schools-with-masters-programs-in-data-science/
Schools with Master’s in Data Science Programs (ALPHABETICAL ORDER)

Spotlight Schools

See Listing >. Waral 鍗氬鏈夋洿澶氭枃绔,
#3.

See Listing >
#21.

See Listing >
#23.

1.Arizona State University

Degree: Master of Science in Business analytics
School: W.P. Carey School of Business. from: 1point3acres.com/bbs
Location: Tempe, AZ
Full-Time Program: 9 months
Part-Time Program: In development
Online option: In development
ASU’s nine-month program focuses on using analytics in day-to-day business processes and managing it effectively. Required courses include data mining, applied regression models, analytical decision making tools and business analytics strategy. The curriculum also includes internship opportunities and a capstone practicum project with local Arizona companies such as American Express and Intel. 30 credit hours.

2.Bentley University

Degree: Master of Science in Marketing Analytics
School: Graduate School of Business.鏈枃鍘熷垱鑷1point3acres璁哄潧
Location: Waltham, MA
Full-Time Program: 1 – 1.5 years
Part-Time Program: Yes. from: 1point3acres.com/bbs
Online Option: No
Thanks in part to demand from companies in the Route 128 corridor, Bentley’s program is growing by leaps and bounds.. Waral 鍗氬鏈夋洿澶氭枃绔,

The core 10-class curriculum includes required classes on strategic marketing, statistics and marketing research; students also select three graduate-level elective courses in marketing and/or information technology.

Internships are encouraged but not required. All classes are held at night. 80 percent of students are currently part-time and around 50 percent are international students.

3.Carnegie Mellon University 鏉ユ簮涓浜.涓夊垎鍦拌鍧.



Degree: Master of Information Systems Management or Master of Science in Information Technology
Concentration in Business Intelligence and Data Analytics
School: Heinz College
Location: Pittsburgh, PA
Full-Time Program: 16 months 鏉ユ簮涓浜.涓夊垎鍦拌鍧.
Part-Time Program: No
Online Option: Yes.鐣欏璁哄潧-涓浜-涓夊垎鍦
Carnegie Mellon’s MISM and MITM focus on three core areas:

Business intelligence
Data analytics
Information technology
The aim is to produce graduates cross-trained in business process analysis and skilled in predictive modeling, GIS mapping, analytical reporting, segmentation analysis and data visualization.

Students acquire hands-on knowledge through applied research experiences at Heinz College’s iLab. They must also complete a summer internship and a team-based practicum project with an external company.. 鐣欏鐢宠璁哄潧-涓浜╀笁鍒嗗湴

CLICK HERE TO CONTACT THE CMU ADMISSIONS OFFICE
4.Columbia University

Degree: Masters of Science in Computer Science
Concentrations in Computational Biology, Computer Security, Machine Learning, Natural Language Processing, etc.
School: The Fu Foundation School of Engineering and Applied Science
Location: New York, NY
Full-Time Program: 2 years
Part-Time Program: Yes
Online Option: Selected courses
Columbia’s smorgasbord of data science concentrations includes:

Computational Biology: Computational techniques and their applications to biomedical research.
Machine Learning: Applications for bioinformatics, fraud detection, intelligent systems, perception, finance, information retrieval and other areas.
Natural Language Processing: Leading-edge technologies and methods in automating the analysis of text and speech databases, and in enabling man-machine interactions through natural language.
A M.S. thesis track is also offered.

During the program, students participate with research groups, labs and the Institute for Data Sciences and Engineering (IDSE). IDSE aims to be the world-leading institution in research and education in the theory and practice of data science.
. 鍥磋鎴戜滑@1point 3 acres
5.DePaul University

Degree: Master of Science in Predictive Analytics
Concentrations in Computational Methods, Health Care, Hospitality and Marketing
School: College of Computing and Digital Media
Location: Chicago, IL
Full-time Program: 2 years
Part-Time Program: Yes
Online Option: Yes
DePaul’s two-year curriculum focuses on providing students with advanced skills in data mining, multivariate statistics, machine learning, and database processing.

Once they have chosen their concentrations, students can pick from a wide range of electives, including courses at the Kellstadt Business School.. 1point3acres.com/bbs

To foster real-world skills, students work on industry-sponsored data analysis projects and/or internships in the analytics field.

6.Drexel University
. Waral 鍗氬鏈夋洿澶氭枃绔,
Degree: Master of Science in Business Analytics
School: LeBow College of Business
Location: Philadelphia, PA-google 1point3acres
Full-time Program: under 2 years
Part-Time Program: Yes
Online Option: No
Drexel’s program is tailored towards students with an interest in quantitative methods, exploring and uncovering relationships through data analysis and using data to solve business problems. It is also suitable for MBA students seeking a second degree focusing on quantitative sciences.. visit 1point3acres.com for more.

Required courses cover topics such as business statistics, decision sciences, mathematical modeling, operations research and special topics such as data mining.

Students can also choose eight electives from a variety of fields (finance, economics, advanced statistics, etc.).. more info on 1point3acres.com

The full-time program can be completed in less than two years. 45 credit hours.
. from: 1point3acres.com/bbs
7.Indiana University, Bloomington

Degree: Master of Business Administration
Major in Business Analytics
School: Kelley School of Business
Location: Bloomington, IN
Full-time Program: 2 years
Part-Time Program: No.鐣欏璁哄潧-涓浜-涓夊垎鍦
Online Option: Yes
IU students majoring or minoring in business analytics are taught how to support business activities with data analysis. 鏉ユ簮涓浜.涓夊垎鍦拌鍧.

Students must complete 15 credit hours, including two courses outside of the business analytics major.
.鐣欏璁哄潧-涓浜-涓夊垎鍦
Required courses include topics such as spreadsheet modeling, data warehousing, data mining and decision support modeling.
Electives range from applied marketing research to logistics and distribution.
IU also offers a research capstone project. With data as their raw materials, teams of students collaborate to solve a real business problem and present their findings to the faculty.

8.Louisiana State University

Degree: Master of Science in Analytics
School: E.J. Ourso College of Business
Location: Baton Rouge, LA
Full-time Program: 1 year
. From 1point 3acres bbsPart-Time Program: No
Online Option: No
Sponsored by SAS, LSU’s program is modeled on the Institute for Advanced Analytics at North Carolina State.

The program works with real-world data, with a focus on data mining, forecasting, customer segmentation and predictive analytics.

Core courses cover advanced data management tools, applied statistics and operations research techniques.
-google 1point3acres
During the year, teams of students collaborate with leading companies and government organizations on big data projects. They also learn the communication skills needed to present their solutions effectively.

9.Massachusetts Institute of Technology

Degree: Master of Business Administration
Location: Cambridge, MA
School: The MIT Sloan School of Management. 1point 3acres 璁哄潧
Full-time Program: 2 years
Part-Time Program: Yes – MIT Executive MBA (20 months)
Online Option: No
MIT’s MBA allows candidates to create their own customizable curriculum. In addition to their studies and the mandatory first-semester “Core,” students participate in business-focused activities like:
.鏈枃鍘熷垱鑷1point3acres璁哄潧
The Sloane Innovation Period (SIP): An intensive week of experiential leadership learning.
Action Learning Labs: A broad portfolio of hands-on opportunities that combine classroom learning and real-world business experience.. more info on 1point3acres.com
Specialized tracks include Enterprise Management, Finance and Entrepreneurship and Innovation.

MIT has a plethora of research centers – including the MIT Center for Digital Business, the MIT Computer Science and Artificial Intelligence Laboratory and the Center for Computational Research in Economics and Management Science – and draws on its students for projects..鐣欏璁哄潧-涓浜-涓夊垎鍦

10.Michigan State University

Degree: Master of Science in Business Analytics
Location: East Lansing, MI
School: Broad College of Business
Full-time Program: 1 year
Part-Time Program: Evening and weekend courses available
Online Option: Selected courses
Students in MSU’s program focus on three core areas:. 1point3acres.com/bbs

Business data management process and analytic approaches
Data management and analysis
Experiential project management using live data sets for analysis and application
Core courses include business strategy, data mining, applied statistics, project management, marketing technologies, communications and ethics. In the final semester, students complete a capstone practicum in business analytics.

To help ease the path of professionals, MSU offers classes in evening, weekend and online formats.

11.New York University

Degree: Master of Science in Business Analytics.鐣欏璁哄潧-涓浜-涓夊垎鍦
School: Stern School of Business
Location: New York, NY
Full-Time Program: 1 year
Part-Time Program: Yes. Part-time and Executive MBA.
Online Option: Selected courses
NYU’s advanced business program is designed to teach students the role of evidence-based data in decision-making and understand how it can be used as a strategic asset.

Students attend five concentrated sessions in rotating global locations over a one-year period.

After completing four progressively advanced modules in data science, student teams are required to present a strategic capstone project.

In order to optimize classroom time, NYU employs distance learning between modules. However, all teaching is done in person.

12.North Carolina State University

Degree: Master of Science In Analytics
School: Institute for Advanced Analytics
Location: Raleigh, NC. 1point3acres.com/bbs
Full-Time Program: 10 months
Part-Time Program: No.1point3acres缃
Online Option: No
NCSU’s interdisciplinary analytics program is an official STEM degree that is designed to be practical and real-world-oriented. It does not focus on theory or act as a preliminary step to a Ph.D.

During the course of their one-year study, NCSU students acquire real-world skills in applied mathematics, statistics, computer science and business disciplines. Initial classes focus on tools and foundations; subsequent topics include data mining, advanced modeling and geospatial analytics.

To encourage collaboration, students complete the curriculum in cohort groups of four or five members. Teams regularly receive personalized coaching to improve performance.

In the second and third semester, students work on an intensive practicum using data provided by industry and government sponsors. Many graduate with SAS product certifications.. 1point3acres.com/bbs

13.Northwestern University
. 鍥磋鎴戜滑@1point 3 acres
Degree: Online Master of Science in Predictive Analytics (MSPA) and Master of Science in Analytics (MSiA)
Location: Evanston, IL (the MSPA program is offered fully-online)
School: School of Continuing Studies (MSPA) and McCormick School of Engineering and Applied Science (MSiA)
Full-Time Program: The MSiA is full-time and lasts 15 months
Part-Time Program: Yes (the MSPA). visit 1point3acres.com for more.
Online Option: Yes (MSPA only)
Northwestern’s online MSPA program was launched in 2011. It covers areas like data mining, predictive modeling, and advanced statistics, but also works to help students hone business-focused skills like project management and communication, with the aim of preparing students to lead business initiatives based on data analysis. MSPA students will complete eleven courses overall: 7 required courses, 2 electives, a leadership course, and a thesis or capstone project..鐣欏璁哄潧-涓浜-涓夊垎鍦
. 鐗涗汉浜戦泦,涓浜╀笁鍒嗗湴
Northwestern’s on-campus MSiA program was first offered in 2012, and combines math and statistical studies with advanced IT and data analysis. In addition to these courses, students are also required to complete:. From 1point 3acres bbs

8-Month Industry Practicum: Team of students must analyze data supplied by a client and deliver a final report with recommendations in the spring quarter.
Summer Internship: Each student spends three months in a professional setting, either solo or embedded with a working project team..1point3acres缃
Capstone Design Project: During their final quarter, students work in teams to develop business solutions to a current problem provided by a U.S. company.
14.Purdue University

Degree: Master of Business Administration. 1point3acres.com/bbs
Concentration in Business Analytics
School: Krannert School of Management
Location: West Lafayette, IN
Full-Time Program: 2 years
Part-Time Program: No
Online Option: No. 1point3acres.com/bbs
Purdue’s MBA with a concentration in business consulting is designed to add depth to the broad base of management skills covered in the core MBA curriculum.

Recommended foundation courses include advanced business analytics, data mining and management of organizational data. Students can then choose from three electives:
-google 1point3acres
Business analysis consulting
Financial consulting. 1point 3acres 璁哄潧
Marketing consulting
Each student also participates in Purdue’s Launching Global Leaders initiative, a project devoted to leadership, communication and career development training.

15.Rutgers University
. 1point 3acres 璁哄潧
Degree: Master of Business and Science
Concentration in Analytics – Discovery Informatics and Data Sciences
School: Graduate School, Professional Science Masters Programs
Location: New Brunswick, NJ. Waral 鍗氬鏈夋洿澶氭枃绔,
Full-Time Program: 1.5 – 2 years
Part-Time Program: Yes
Online Option: No
Rutgers’ interdisciplinary program unites the fields of data management, statistics, machine learning and computation. It prepares students for careers as predictive modelers, data mining engineers and analysts in a wide variety of industries.. visit 1point3acres.com for more.
.1point3acres缃
The curriculum includes eight analytics courses (four required; four electives) and six business courses.

Required topics cover statistics, analytics and data mining, database systems and programming.
Science electives may include courses in information science, artificial intelligence, distributed computing or computational science.
Although most courses are located on the New Brunswick campus, some courses are available in Newark and Camden.

16.stanford University. 鍥磋鎴戜滑@1point 3 acres

Degree: Master of Science In Computer Science
Specialization in Information Management and Analytics
School: School of Engineering, Computer Science Department
Location: Stanford, CA. 鐣欏鐢宠璁哄潧-涓浜╀笁鍒嗗湴
Full-Time Program: 1-2 years
Part-Time Program: Limited
Online Option: Selected courses
Stanford’s Information Management and Analytics track covers the principles underlying modern database and information management systems and methods for mining massive data sets.

Course topics include:.1point3acres缃

Database and information systems applications
System design, architecture, and management
Data mining and machine learning
System-related topics include distributed systems, networking and security; applications-related topics include text mining, bioinformatics, web search and social media. Research projects and internships are recommended but not required.

Stanford’s key location in Silicon Valley has its benefits. For example, Stanford students are permitted to use Amazon’s EC2 cloud platform to do large-scale computing.. 涓浜-涓夊垎-鍦帮紝鐙鍙戝竷

17.University of California, Berkeley. From 1point 3acres bbs
. from: 1point3acres.com/bbs
Degree: Master of Engineering (concentration in Data Science) or Master of Information and Data Science (MIDS).1point3acres缃
School: College of Engineering (M.Eng) or School of Information (MIDS)
Location: Berkeley, CA
Full-Time Program: 12-20 months
Part-Time Program: Yes. more info on 1point3acres.com
Online Option: Yes
UC Berkeley’s Master of Engineering has a combined focus on technical and entrepreneurial skills, to prepare students to bring technical skills to bear on real-world problems in industry. The Master of Information and Data Science is a new degree intended for professionals who want to learn how to solve real-world problems in the data science realm. Students emerge with a solid understanding of the data lifecycle using the latest tools and methods for gaining insights from data.
.1point3acres缃
18.University of Cincinnati

Degree: Master of Science in Business Analytics
School: Lindner College of Business
Location: Cincinnati, OH
Full-Time Program: 9 months – 1 year
Part-Time Program: Yes
Online Option: No
Formerly known as the M.S. in Quantitative Analysis, UC’s program combines math, business basics, analysis, and modeling, along with subject-area elective coursework on topics ranging from statistics and data mining to supply-chain management, operations management, finance, and epidemiology.

The curriculum covers core courses in optimization, simulation modeling, probability modeling and statistical methods.

Part-time students can choose to attend evening and late afternoon classes; all students are required to research, write and present a final capstone project.

19.University of Connecticut. visit 1point3acres.com for more.
.鐣欏璁哄潧-涓浜-涓夊垎鍦
Degree: Master of Science in Business Analytics and Project Management
School: School of Business, Department of Operations and Information Management.1point3acres缃
Location: Hartford, CT
Full-Time Program: 1 – 1.5 years
Part-Time Program: Yes
Online Option: Selected courses
The core of UConn’s program is built on ten years of an analytics partnership with General Electric. Graduates emerge with a solid real-world education in advanced business analytics and project management.

Students are required to complete:

Four business analytics classes (e.g., predictive modeling, data management, data mining and business intelligence, etc.)
Four project management classes (e.g., project leadership, risk and costs, advanced project management, etc.)
Three electives
A team-based capstone practicum course
Classes are held at night and on weekends; some courses are also available online. The program currently has a technology partnership with SAS and works closely with IBM.. From 1point 3acres bbs

20.University of Maryland

Degree: Master of Science in Business for Marketing Analytics
School: Robert H. Smith School of Business
Location: College Park, MD
Full-Time Program: 9 months. 鐣欏鐢宠璁哄潧-涓浜╀笁鍒嗗湴
Part-Time Program: No
Online Option: No
Launched in the fall of 2013, UM’s program aims to provide students with a comprehensive understanding of the mathematical and statistical models and tools needed to analyze customer data for marketing purposes..鐣欏璁哄潧-涓浜-涓夊垎鍦
. 鐣欏鐢宠璁哄潧-涓浜╀笁鍒嗗湴
The curriculum includes:. 1point3acres.com/bbs

Eight required courses (e.g., market-based management, customer analysis, statistical programming, ethics, data science, etc.)
Five application courses (e.g., market forecasting, retail analytics, customer equity management/CRM, etc.).1point3acres缃
An action learning project
Smith is the hub of ten Centers of Excellence and Research, including the Center for Complexity in Business. 30 credit hours.. 1point3acres.com/bbs

21.University of San Francisco-google 1point3acres
.鐣欏璁哄潧-涓浜-涓夊垎鍦

. 鍥磋鎴戜滑@1point 3 acres
Degree: Master of Science in Analytics. from: 1point3acres.com/bbs
School: School of Management and the College of Arts and Sciences. more info on 1point3acres.com
Location: San Francisco, CA. visit 1point3acres.com for more.
Full-Time Program: 1 year. from: 1point3acres.com/bbs
Part-Time Program: No
Online Option: No. 鐗涗汉浜戦泦,涓浜╀笁鍒嗗湴
Students in USF’s interdisciplinary program master the methods and technologies tied to strategic decisions; develop technical skills such as software development and statistical analysis, as well as the skills needed to effectively communicate their results.

Students are required to complete:-google 1point3acres

35 Units: Including courses on data mining, machine learning, statistical models, predictive analytics, econometrics, optimization, risk analysis, etc.
Analytics Boot Camp: Three five-week intensive courses from July to August
Practicums: A series of projects, including paid internships, with industrial partners
Like Stanford, USF benefits from its strategic location. Students develop software and run analyses on Amazon Web Services, and each receives his/her own server or servers to set up and manage.. 鐣欏鐢宠璁哄潧-涓浜╀笁鍒嗗湴
.鏈枃鍘熷垱鑷1point3acres璁哄潧
CLICK HERE TO CONTACT REQUEST MORE INFO

22.University of Tennessee
. 鐗涗汉浜戦泦,涓浜╀笁鍒嗗湴
. Waral 鍗氬鏈夋洿澶氭枃绔,

Degree: Master of Science in Business Analytics, or Professional MBA with Business Analytics
School: College of Business Administration, Statistics, Operations and Management Science. from: 1point3acres.com/bbs
Location: Knoxville, TN (Chattanooga, TN for the Professional MBA)
Full-Time Program: 17 months. 1point 3acres 璁哄潧
Part-Time Program: No
Online Option: No
UT’s program emphasizes the importance of business understanding. Students learn about technical techniques in the context of larger business problems and employ analytics in ways that optimize business processes.
鏉ユ簮涓浜.涓夊垎鍦拌鍧.
The core curriculum focuses on analytics skills, including statistics, operations management, descriptive modeling, data mining, etc.
While learning those essentials, students also choose one out of two overlapping areas: either applied statistics or process optimization.

Students are required to complete an applied project with a client in government or industry. They are also strongly encouraged to participate in an internship during the summer session of the first year.

As of 2013, UT was considering expanding its concentrations to include supply train, customer analytics, healthcare and financial analytics.. Waral 鍗氬鏈夋洿澶氭枃绔,

CLICK HERE TO REQUEST MORE INFO

23.Villanova University. 鍥磋鎴戜滑@1point 3 acres



Degree: Master of Science in Analytics
. 鐗涗汉浜戦泦,涓浜╀笁鍒嗗湴School: School of Business. visit 1point3acres.com for more.
Location: Villanova, PA. 涓浜-涓夊垎-鍦帮紝鐙鍙戝竷
Full-Time Program: 20 Months
Part-Time Program: Yes
Online Option: Yes.鏈枃鍘熷垱鑷1point3acres璁哄潧
The Master of Science in Analytics program at Villanova University prepares students to organize, analyze, and interpret data in order to make smarter business decisions. Students will graduate with knowledge of the latest analytics practices, how to uncover market trends through big data, and effective means of communicating technical findings to the business world.
鏉ユ簮涓浜.涓夊垎鍦拌鍧.
Students are required to complete:

33 Units: This includes 10 foundation and core courses
Application-Based Practicum Project: Completed during the capstone
course
The entire Master of Science in Analytics program can be completed online in as little as 20 months. Courses are offered year round, and students balancing work and family can earn their degree part-time.

CLICK HERE TO REQUEST MORE INFO

FEATURED SCHOOLS

-google 1point3acres. more info on 1point3acres.com
Villanova University - Master of Science in Analytics

University of San Francisco - Master of Science in Analytics. Waral 鍗氬鏈夋洿澶氭枃绔,

University of Tennessee, Chattanooga - Professional MBA with Business Analytics


The Ultimate STEM Guide for Kids: 239 Cool Sites About Science, Technology, Engineering and Math




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ikol1729 发表于 2014-9-2 16:10:40 | 显示全部楼层
谢分享!!!!太靠谱了这!
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roxyi 发表于 2014-9-3 09:49:28 | 显示全部楼层
感谢楼主~
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janexu 发表于 2014-9-4 09:07:32 来自手机 | 显示全部楼层
太赞了这个~!
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mlbjay 发表于 2014-9-12 17:14:19 来自手机 | 显示全部楼层
学校真的好少。而且好几个名校,能申的真不多。忧伤
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Skyrunner 发表于 2016-1-23 01:15:44 | 显示全部楼层
学校真的好少。而且好几个名校,能申的真不多 竞争好激烈啊
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sunxw68 发表于 2016-2-17 13:01:10 | 显示全部楼层
很详细,超赞!
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watercube 发表于 2016-2-21 15:29:02 | 显示全部楼层
很详细哦,谢谢楼主~~
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关耳君 发表于 2017-6-21 14:25:52 | 显示全部楼层
谢谢楼主分享,帮助很大~
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