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STAT 615: Data Mining for Analytics
3.00 Credits
Saint Cloud State University
Data mining principles and applications. Predictive modeling techniques for large data sets include classification and regression trees, logistic regression, neural networks, random forests and boosted trees. Handle missing values and outliers. Compare models and deploy best model to predict new data. Extensive hands-on use of data mining software.
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STAT 615 - Data Mining for Analytics
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STAT 644: Internship: Graduate Masters Level
1.00 - 12.00 Credits
Saint Cloud State University
Credit for off-campus professional experience with industry partners, non-profit organizations or government agencies. Can serve as a graduate culminating experience in conjunction with a portfolio demonstrating mastery of associated learning outcomes.
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STAT 644 - Internship: Graduate Masters Level
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STAT 660: Data Visualization for Analytics
3.00 Credits
Saint Cloud State University
Explore visual representations of data for exploratory analysis. Traditional and contemporary visual techniques to improve the understanding and communication of complex data. Good design practices for visualization and presentation of analytics. Extensive use of software.
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STAT 660 - Data Visualization for Analytics
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STAT 688: Practicum: Graduate Level
1.00 - 6.00 Credits
Saint Cloud State University
Observational learning experience. May include supervised work in a single setting.
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STAT 688 - Practicum: Graduate Level
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STAT 691: Enrollment Continuation: Masters Level
1.00 Credits
Saint Cloud State University
Allows continuous enrollment for Master's students who have completed all required coursework, but are still working on a culminating project. Can be used in final term to meet Graduate Enrollment policy requirement.
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STAT 691 - Enrollment Continuation: Masters Level
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STAT 695: Topics Course
1.00 - 4.00 Credits
Saint Cloud State University
Experimental, temporary or trial course for groups of students all engaged in the same topic. Topic varies from semester to semester or section to section. A specific content offering may be offered under a topics course number up to three times, after which departments must file for a permanent course number. According to Graduate School policy, there is a limit of 9 credits which applies toward a specific program.
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STAT 695 - Topics Course
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STAT 699: Master's Culminating Project
1.00 - 6.00 Credits
Saint Cloud State University
A graduate only course that is used for completion of the culminating project of a Master's Degree, including Master's Thesis, Starred Paper and Creative Work. Six credits total are required for graduation for Thesis and Creative Work. Three credits are normally required for Starred Paper.
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STAT 699 - Master's Culminating Project
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STEM 195: Topics Course
1.00 - 4.00 Credits
Saint Cloud State University
Experimental, temporary or trial course for groups of students all engaged in the same topic. Topic varies from semester to semester or section to section. A specific content offering may be offered under a topics course number up to three times, after which departments must file for a permanent course number.
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STEM 195 - Topics Course
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STEM 199: Independent Study
1.00 - 16.00 Credits
Saint Cloud State University
Credit for independent work by a single student arranged and supervised by a faculty member.
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STEM 199 - Independent Study
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STEM 295: Topics Course
1.00 - 4.00 Credits
Saint Cloud State University
Experimental, temporary or trial course for groups of students all engaged in the same topic. Topic varies from semester to semester or section to section. A specific content offering may be offered under a topics course number up to three times, after which departments must file for a permanent course number.
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STEM 295 - Topics Course
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