Courses of Study 2021-2022 
    
    Mar 28, 2024  
Courses of Study 2021-2022 [ARCHIVED CATALOG]

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SYSEN 5880 - Industrial Big Data Analytics and Machine Learning


     
Spring. 4 credits. Letter grades only (no audit).

Prerequisite: CHEME 6800 /SYSEN 6800  or SYSEN 5800 . Enrollment limited to: Systems Engineering distance learning students.

F. You.

This course covers the basic concepts, models and algorithms of Bayesian learning, classification, regression, dimension reduction, clustering, density estimation, artificial neural networks, deep learning, and reinforcement learning. Application and methodology topics include process monitoring, fault diagnosis, preventive maintenance, root cause analysis, soft sensing, quality control, machine learning for process optimization, data-driven decision making under uncertainty, missing data imputation, data de-noising, and anomaly/outlier detection.



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