STAT8056

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STAT 8056 - Statistical Learning and Data Mining (3 Cr.)

Statistics, School of (10991) TCLA - College of Liberal Arts

Course description

STAT8056 covers a range of emerging topics in machine learning and data science, including high-dimensional analysis, recommender systems, undirected and directed graphical models, feed-forward networks, and unstructured data analysis. This course will introduce various statistical and computational techniques for prediction and inference. These techniques are directly applicable to many fields, such as business, engineering, and bioinformatics. This course requires the basic knowledge of machine learning and data mining (e.g., STAT8053).

Minimum credits

3

Maximum credits

3

Is this course repeatable?

No

Grading basis

OPN - Student Option No Audit

Lecture

Credit will not be granted if credit has been received for:

01358

Fulfills the writing intensive requirement?

No

Typically offered term(s)

Periodic Spring