Advanced Data Analysis

Course #OS4106

Est.imated Completion Time: 3 months

POC: NPS Online Support

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
Offerings database access
Asset Publisher

Application Deadlines

  •  08 Jan 2024

    Spring Quarter applications due

  •  01 Apr 2024

    Summer Quarter applications due

  •  08 Jul 2024

    Fall Quarter applications due

Asset Publisher

Academic Calendar

  •  08 Dec 2023

    Last day of classes

  •  12 Dec 2023 – 14 Dec 2023

    Fall Quarter final examinations

  •  15 Dec 2023

    Fall Quarter graduation

See NPS Academic Calendar for more dates.