2025 Spring CHMENG 236 001 LEC 001

Spring 2025

CHMENG 236 001 - LEC 001

Physics-Inspired Machine Learning

Aditi S Krishnapriyan

Jan 21, 2025 - May 09, 2025
Tu, Th
02:00 pm - 03:29 pm
Class #:20552
Units: 3

Instruction Mode: In-Person Instruction

Current Enrollment

Total Open Seats: -11
Enrolled: 16
Waitlisted: 0
Capacity: 5
Waitlist Max: 15
Open Reserved Seats:
2 reserved for Graduate Students: Chemical Engineering PhD

Hours & Workload

3 hours of instructor presentation of course materials per week, and 6 hours of outside work hours per week.

Other classes by Aditi S Krishnapriyan

Course Catalog Description

Machine learning in the context of scientific problems is an exciting emerging area of research, and often requires the development of new methods that can incorporate and exploit the inductive biases and structure needed for such problems. There are also now numerous examples of concepts in physics historically influencing machine learning methods development more broadly. This course will give an overview of different physics-inspired machine learning methods, and the connections between concepts in physics (numerical methods, dynamical systems, symmetries, conservation laws) and machine learning.

Rules & Requirements

Repeat Rules

Course is not repeatable for credit.

Reserved Seats

Reserved Seating For This Term

Current Enrollment

Open Reserved Seats:
2 reserved for Graduate Students: Chemical Engineering PhD

Textbooks & Materials

See class syllabus or https://calstudentstore.berkeley.edu/textbooks for the most current information.

Textbook Lookup

Guide to Open, Free, & Affordable Course Materials

eTextbooks

Associated Sections

None