A summary of data mining and machine learning courses for 18 schools in North America

What is http://www.quora.com/What-is-data-science data science?

Http://www.quora.com/How-do-I-become-a-data-scientist how can I become a data scientist?

Http://www.quora.com/Data-Science/How-does-data-science-differ-from-traditional-statistical-analysis How does the scientific data differ from the traditional statistical analysis?

Course

HTTP://STATISTICS.BERKELEY.EDU/CLASSES/S133/Computational data concept, Berkeley

http://www.cs.berkeley.edu/~jordan/courses/294-fall09/Practical Machine Learning, Berkeley

http://inst.eecs.berkeley.edu/~cs188 AI Berkeley

Http://vis.berkeley.edu/courses/cs294-10-sp11/wiki/index.php/CS294-10_Visualization Visualization, Berkeley

http://courses.ischool.berkeley.edu/i290-dma/s12/doku.php Intelligent Business Services for data Mining and analytics, Berkeley

HTTP://COURSES.ISCHOOL.BERKELEY.EDU/I296A-DSA/S12 Data Science and Analysis: Thought leader, Berkeley

http://ml-class.org/machine learning, Stanford University

Computational data of the http://www-stat.stanford.edu/~naras/stat290 paradigm, Stanford University

Http://www.stanford.edu/class/cs246/cs246-11-mmds Mining Large datasets, Stanford University

Https://graphics.stanford.edu/wikis/cs448b-10-fall data Visualization, Stanford University

http://www.stanford.edu/class/cs369m/massive data set analysis, Stanford University's algorithm

http://hci.stanford.edu/courses/cs448g/Interactive data analysis, research topics at Stanford University

http://www.stanford.edu/class/stats202/data Mining, Stanford University

http://www.cs.cmu.edu/~epxing/Class/10701/lecture.html machine learning, debt instruments Central clearing system

http://www.stat.cmu.edu/~cshalizi/statcomp/statistical calculation, central clearing system for debt instruments

http://malt.ml.cmu.edu/mw/index.php/Syllabus_for_Machine_Learning_with_Large_Datasets_10-605_in_Spring_2012 For machine learning for large datasets, the central clearing system for debt instruments

http://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-867-machine-learning-fall-2006/ Index.htm machine Learning, MIT

http://ocw.mit.edu/courses/sloan-school-of-management/15-062-data-mining-spring-2003/Data Mining, MIT

http://www.mit.edu/~9.520/Statistical learning theory and application, MIT

http://dataiap.github.com/dataiap/Data Literacy, MIT

https://wiki.engr.illinois.edu/display/cs412 Data Mining, UIUC

http://work.caltech.edu/telecourse.html data, California Institute of Technology Study

http://itunes.apple.com/us/itunes-u/statistics-110-introduction/id495213607 Statistical Introduction, Harvard University, USA

Http://www.umiacs.umd.edu/~jimmylin/cloud-2010-Spring data-intensive information processing applications, University of Maryland

http://www.cs.columbia.edu/~coms699812/processing massive amounts of data, Colombia

http://jakehofman.com/ddm/data-driven modeling, Colombia

http://www.cc.gatech.edu/~agray/4245fall10/Data Mining and Analysis, Georgia Institute of Technology

HTTP://WWW.CC.GATECH.EDU/~AGRAY/6740FALL09 Computational Data analysis: Machine learning and Big Foundation, Georgia Institute of Technology

http://had.co.nz/stat480/Iowa State University applied Statistical Computing,

http://had.co.nz/stat645/Visualization of data

http://www.cs.nyu.edu/courses/spring08/G22.3033-003/index.html Data Warehouse and data mining, NYU

Http://chem-eng.utoronto.ca/~datamining/DataMiningCourse.htm Data mining technology in engineering, Toronto

http://sli.ics.uci.edu/Classes/2011W-178 machine learning and data mining, University of California, Irvine

Knowledge discovery of http://users.csc.calpoly.edu/~dekhtyar/466-Fall2010/data, Carpoli

http://ttic.uchicago.edu/~gregory/courses/LargeScaleLearning/a large University of Chicago study,

http://www.cise.ufl.edu/class/cis6930fa11lad/Data Science: Large-scale advanced data analysis, University of Florida, USA

http://uni-leipzig.de/~strimmer/lab/courses/ss09/current-topics/Statistical data analysis of the Universitat Leipzig strategy

Seminar

http://strataconf.com/strata2011/public/schedule/detail/17164 Data training camp, stratum 2011

Http://learning.stat.purdue.edu/mlss/mlss/start 2011, Purdue University's machine learning Summer School

http://lookingatdata.com/Understanding Data

Books

HTTP://WWW.AMAZON.COM/COMPETING-ANALYTICS-NEW-SCIENCE-WINNING/DP/1422103323/Competition Analysis

http://www.amazon.com/Analytics-Work-Smarter-Decisions-Results/dp/1422177696 Google Analytics (analytics) work

HTTP://WWW.AMAZON.COM/SUPER-CRUNCHERS-THINKING-NUMBERS-SMART/DP/0553805401 Super Statistician

Http://www.amazon.com/Numerati-Stephen-Baker/dp/0547247931/The Numerati

http://www.amazon.com/Data-Driven-Profiting-Important-Business/dp/1422119122/Data-driven

http://oreilly.com/catalog/0636920018254/Data Source Manual

HTTP://OREILLY.COM/CATALOG/9780596529321/Collective Intelligence Programming

http://oreilly.com/catalog/0636920010203 Mining social networks

http://oreilly.com/catalog/9780596802363/data analysis and open source tools

http://oreilly.com/catalog/9780596514556/Visualizing data

Visual display of quantitative information of Http://www.edwardtufte.com/tufte/books_vdqi

Http://www.edwardtufte.com/tufte/books_ei Outlook information

Http://www.edwardtufte.com/tufte/books_visex Visual Description: Picture and quantity, evidence and narrative

Http://www.edwardtufte.com/tufte/books_be Beautiful evidence

http://www.greenteapress.com/thinkstats/Thinking Statistics

Http://www.amazon.com/Analysis-Regression-Multilevel-Hierarchical-Models/dp/052168689X Data regression analysis and multilevel/hierarchical model

http://www.amazon.com/gp/product/0195152964/Application of longitudinal data analysis

Research design of http://www.amazon.com/Design-Observational-Studies-Springer-Statistics/dp/1441912126/observation

http://www.amazon.com/Statistical-Rules-Thumb-Probability-Statistics/dp/0470144483/Statistical Thumb Rule

HTTP://WWW.AMAZON.COM/ALL-STATISTICS-STATISTICAL-INFERENCE-SPRINGER/DP/1441923225/Statistics

HTTP://WWW.AMAZON.COM/HANDBOOK-STATISTICAL-ANALYSES-USING-SECOND/DP/1420079336/statistical analysis using the R Handbook

Mathematical Statistics and data analysis of http://www.amazon.com/Mathematical-Statistics-Analysis-Duxbury-Advanced/dp/0534399428/

http://www.amazon.com/Elements-Statistical-Learning-Prediction-Statistics/dp/0387848576/Elements of statistical learning

http://www.amazon.com/Counterfactuals-Causal-Inference-Principles-Analytical/dp/0521671930/Causal reasoning contrary to fact

Http://infolab.stanford.edu/~ullman/mmds/book.pdf Mining Massive data sets

http://www.amazon.com/Data-Analysis-Learned-Probability-Statistics/dp/1118010647 Data analysis: What you can learn from the last 50 years

http://www.amazon.com/Bias-Causation-Comparisons-Probability-Statistics/dp/0470286393 prejudice and causal relationship

http://www.amazon.com/Regression-Modeling-Strategies-Frank-Harrell/dp/0387952322 Regression Modeling Strategy

HTTP://WWW.AMAZON.COM/PROBABLY-NOT-PREDICTION-PROBABILITY-STATISTICAL/DP/0470184019 may not

HTTP://WWW.AMAZON.COM/STATISTICS-PRINCIPLED-ARGUMENT-ROBERT-ABELSON/DP/0805805281/Statistics in principle controversy

The practice of http://www.amazon.com/gp/product/0691057826/data analysis

Video

Http://www.ted.com/talks/lies_damned_lies_and_statistics_about_tedtalks.html lies, damn lies and statistics

Statistics of http://www.gapminder.org/videos/the-joy-of-stats/Hi

Age data in http://datajournalism.stanford.edu/News

please reply to this public number " elite schools in North America ""To obtain the above word text version of the material. More information add: hai299014

A summary of data mining and machine learning courses for 18 schools in North America