Applied Math and Science Education Repository - Statistical Data Mining Tutorials

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Title:

Statistical Data Mining Tutorials

Url:

http://www.cs.cmu.edu/~./awm/tutorials/list.html

Creator:

Moore, Andrew W., Ph.D.

Publisher:

Carnegie-Mellon University. School of Computer Science.

Description: These tutorial, created by Professor Andrew Moore at Carnegie-Mellon University, cover a range of topics in statistical data mining "including the foundations of probability, the foundations of statistical data analysis, and most of the classic machine learning and data mining algorithms." Decision Trees, Information Gain, and Cross-Validation are just a few of the items presented here. Each topic contains a set of tutorial slides in PDF, excellent for converting into a classroom presentation or left as they are for a classroom handout or online learning resource.

LC Classification:

Science -- Mathematics -- Instruments and machines -- Calculating machines -- Electronic computers. Computer science -- Other topics, A-Z -- Data mining
Science -- Mathematics -- Instruments and machines -- Calculating machines -- Electronic computers. Computer science -- Study and teaching. Research
Science -- Science (General) -- Cybernetics -- Self-organizing systems. Conscious automata -- Machine learning

GEM Subject:

Science -- Technology

Resource Type:

Reference Material
Instructional Material

Format:

Document -- PDF
Document -- HTML

Audience:

Educator
Learner

Education Level:

Higher Education
Higher Education -- Undergraduate (Lower Division)
Higher Education -- Undergraduate (Upper Division)
Higher Education -- Technical Education (Upper Division)
Higher Education -- Technical Education (Lower Division)

Language:

English

Access Rights:

Free access

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Source:

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