Course Schedule - Spring Semester 2027

     

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.

CMOR 529 001 (CRN: 26646)

MATHMTCL THRY OF DP LEARNING

Long Title: MATHEMATICAL THEORY OF DEEP LEARNING
Department: Comp Appl Math Operations Rsch
Instructor: de Hoop, Maarten
Meeting: 9:25AM - 10:40AM TR (11-JAN-2027 - 23-APR-2027) 
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:
Course Materials: Rice Campus Store
 
Restrictions:
Must be enrolled in one of the following Level(s):
Graduate
Prerequisites: CMOR 500 AND CMOR 501
Section Max Enrollment: 30
Section Enrolled: 0
Enrollment data as of: 2-NOV-2026 5:04AM
 
Additional Fees: None
 
Final Exam: GR Course-Dept Schedules Exam
 
Description: This graduate course introduces the mathematical foundations of modern machine learning for graduate students in applied mathematics. Emphasis is placed on rigorous theory rather than implementation, covering topics such as generative models, neural operators, transformers, and foundation models, with connections to analysis, PDEs, dynamical systems, and geometry.