Aug 07, 2020  
2018-2019 Cal State East Bay Catalog 
    
2018-2019 Cal State East Bay Catalog [ARCHIVED CATALOG]

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STAT 652 - Statistical Learning


Units: 2
Statistical machine learning overview.  Choosing a learning algorithm.  Unsupervised learning including classification methods, nearest neighbors, naïve Bayes, decision trees and rules, neural networks, k-means.  Supervised learning including linear regression and logistic regression.  Model performance and evaluation.  Confusion matrix.  Report writing.

Prerequisites: Post-baccalaureate standing.
Equivalent Quarter Course: STAT 6620.
Possible Instructional Methods: Entirely On-ground.
Grading: A-F grading only.



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