Course Schedule and Catalog
Course Schedule - Summer Semester 2024
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.
COMP 653 901 (CRN: 31538)
STATISTICAL MACHINE LEARNING
Long Title: STATISTICAL MACHINE LEARNING
Department: Computer Science
Instructor: Lan, Xinjie
Meeting: (29-APR-2024 - 9-AUG-2024)
Part of Term: Summer Session 1
Grade Mode: Standard Letter
Course Type: Lecture
Language of Instruction: Taught in English
Method of Instruction: Online
Credit Hours: 3
Course Syllabus:
Course Materials: Rice Campus Store
Restrictions:
Must be enrolled in one of the following Program(s):
Online Master of Data Science
Online Master Computer Science
Must be enrolled in one of the following Level(s):
Graduate
Prerequisites: COMP 614 AND COMP 642 AND COMP 680
Section Max Enrollment: 25
Section Enrolled: 16
Enrollment data as of: 20-SEP-2024 1:45AM
Final Exam: GR Course-Dept Schedules Exam
Description: This course is a graduate-level course of the online Master Data Science (MDS) program in the
machine learning specialization. This is an advanced machine learning course, where students will
study fundamental concepts of probability theory and statistical theory, understand various machine learning topics from the viewpoint of statistics. Furthermore, the course will discuss several practical machine learning problems (e.g., generalization, robustness, and explainable artificial intelligence) and the state-of-the-art statistical algorithms that can solve these practical problems in the real world.