2021 Fall COMPSCI C281A 001 LEC 001

2021 Fall

COMPSCI C281A 001 - LEC 001

Statistical Learning Theory

Moritz Hardt, Benjamin Recht, Meena Jagadeesan, Mihaela Curmei

Aug 25, 2021 - Dec 10, 2021
Tu, Th
03:30 pm - 04:59 pm
Anthro/Art Practice Bldg 160
Class #:28518
Units: 3

Instruction Mode: In-Person Instruction
Time Conflict Enrollment Allowed

Current Enrollment

Total Open Seats: 34
Enrolled: 86
Waitlisted: 0
Capacity: 120
Waitlist Max: 150
No Reserved Seats
Also offered as: STAT C241A

Hours & Workload

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

Other classes by Moritz Hardt

Other classes by Benjamin Recht

Other classes by Meena Jagadeesan

Other classes by Mihaela Curmei

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

Current Enrollment

No Reserved Seats

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