Course Schedule and Catalog
Course Schedule - Fall Semester 2015
Meeting location information can now be found on student schedules in ESTHER (for students) or on the Course Roster in ESTHER (for faculty and instructors).Additional information available here.
Meeting location information can now be found on student schedules in ESTHER (for students) or on the Course Roster in ESTHER (for faculty and instructors).Additional information available here.
STAT 640 001 (CRN: 13909)
DATA MINING & STAT LEARNING
Long Title: DATA MINING AND STATISTICAL LEARNING
Department: Statistics
Instructor: Allen, Genevera
Meeting: 4:00PM - 5:15PM TR (24-AUG-2015 - 4-DEC-2015)
Part of Term: Full Term
Grade Mode: Standard Letter
Course Type: Lecture
Language of Instruction: Taught in English
Method of Instruction: Face to Face
Credit Hours: 3
Course Syllabus:
Prerequisites: (STAT 410 OR STAT 615) AND (CAAM 210 OR COMP 140 OR STAT 405)
Section Max Enrollment: 99
Section Enrolled: 51
Total Cross-list Max Enrollment: 99
Total Cross-list Enrolled: 77
Enrollment data as of: 23-MAR-2025 9:48PM
Final Exam: GR Course-Dept Schedules Exam
Description: Survey of ideas, methods, and tools for analyzing large data sets. Topics from supervised and unsupervised learning include penalized regression and classification, support vector machines, kernel methods, model selection, matrix factorizations and completion, graphical models, clustering, boosting and ensemble learning. STAT 640 will have advanced assignments and exams focusing on theory and methods. Cross-list: STAT 444. Mutually Exclusive: Cannot register for STAT 640 if student has credit for STAT 444.