OS4106: Advanced Data Analysis - NPS Online
Overview
This course moves beyond the ordinary linear model to other types of statistical models that will be appropriate in different circumstances. Students are first introduced to supervised models, including logistic regression and "generalized linear models" (GLM). The importance of complexity control and a training-set/test-set division is emphasized. Non-parametric models are introduced through classification and regression trees. Classification performance assessment is discussed. Unsupervised models, to include clustering and principal components are presented. Throughout the course, examples are drawn from practical experience with conducting research and solving problems for Navy and DoD customers.
Included in degrees & certificates
- 268
- 367
Prerequisites
- OA3103

Application Deadlines
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08 Jan 2024
Spring Quarter applications due
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01 Apr 2024
Summer Quarter applications due
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08 Jul 2024
Fall Quarter applications due
Academic Calendar
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08 Dec 2023
Last day of classes
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12 Dec 2023 – 14 Dec 2023
Fall Quarter final examinations
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15 Dec 2023
Fall Quarter graduation
See NPS Academic Calendar for more dates.