2025 Fall STAT C241A 001 LEC 001

2025 Fall

STAT C241A 001 - LEC 001

Statistical Learning Theory

Benjamin Recht

Aug 27, 2025 - Dec 12, 2025
Tu, Th
03:30 pm - 04:59 pm
Class #:33567
Units: 3

Instruction Mode: In-Person Instruction

Offered through Statistics

Current Enrollment

Total Open Seats: 17
Enrolled: 21
Waitlisted: 0
Capacity: 38
Waitlist Max: 0
Open Reserved Seats:
17 reserved for Statistics Graduate Students
Also offered as: COMPSCI C281A

Hours & Workload

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

Other classes by Benjamin Recht

Course Catalog Description

Classification regression, clustering, dimensionality, reduction, and density estimation. Mixture models, hierarchical models, factorial models, hidden Markov, and state space models, Markov properties, and recursive algorithms for general probabilistic inference nonparametric methods including decision trees, kernal methods, neural networks, and wavelets. Ensemble methods.

Rules & Requirements

Repeat Rules

Course is not repeatable for credit.

Reserved Seats

Reserved Seating For This Term

Current Enrollment

Open Reserved Seats:
17 reserved for Statistics Graduate Students

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