Advanced Engineering Analytics
SSIE-643-20
Binghamton University
- Semester
- Spring 2025
- Instructor
- Changqing Cheng
- Start Date
- 01-21-2025
- Total Credits
- 3
- Call to Register
- 607-777-6088
Take your class online with SUNY
You will learn the same curriculum as our on-campus students
The explosion of wireless sensing, smart devices as well as advanced communication techniques have generated the vast amount of big data. While data are the foundation of the Digital Age, Data Analytics is imperative to organize, analyze and interpret the valuable information underlying the massive data. This course provides an overview of advanced analytics algorithms, with applications across various engineering domains, including manufacturing, healthcare, and smart energy. The major topics include model assessment and selection, advanced regression (ridge/Lasso, mixed effects, nonparametric), support vector machine and kernel methods, ensemble learning (stochastic gradient boosting), dimension reduction (subspace learning, non-negative matrix factorization, functional PCA), anomaly detection (unsupervised, high-dimension data), data visualization (multi-dimensional scaling and manifold learning).
Prerequisites:
SSIE 605 Applied Multivariate Data Analysis for SSIE graduate students, prior course work on regression/classification for non-SSIE graduate students, or instructor approval
Course Area: Engineering
Level: Graduate
Dates: 01-21-2025 - 05-07-2025
- Find books for your online class
- Instructor: Changqing Cheng
- Local Course ID: 25SP_BIN_SSIE643_20
- Books & Supplies
-
How to Register for an Online Course
Let's put your mind at ease about online learning
-
- Search
- Search for an online course by keyword, semester, campus, area, or a combination of each.
-
- Select Course
- Select a course from the results list that fits your needs.
-
- Visit College Website
- Click “register now” to visit the college website to register as a “non-credit” or “non-matriculated” student if you are not enrolled at the campus.
-
- Contact Registrar
- Contact the registrar’s office or enrollment office to register for the course. Make sure you have the course name and course ID when you register.
-
- Transfer Credits
- If you plan to transfer credit for the course, make sure you have reviewed the course with the advisor at your current college to ensure the credits will transfer to your degree program.
-
- Locate Course Materials
- Once you register for the course, visit the campus bookstore to find the books and materials for the course. You will need the course ID to find the books.