SYSEN 5880

Last Updated

  • Schedule of Classes - June 10, 2022 7:44AM EDT
  • Course Catalog - June 9, 2022 7:14PM EDT

SYSEN 5880
Industrial Big Data Analytics and Machine Learning

Course information provided by the Courses of Study 2021-2022.

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.

When Offered Spring.

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

View Enrollment Information

Syllabi:

  •   Regular Academic Session. 

  • 4 Credits GradeNoAud

  • 10558 SYSEN 5880   LEC 001

  •  
    • TBA
    • Jan 24 - May 10, 2022

    • You, F

  • Instruction Mode: Distance Learning-Asynchronous
    Enrollment limited to: Systems Engineering distance learning (off-campus) students only.