2021 Fall STAT 215A 001 LEC 001

2021 Fall

STAT 215A 001 - LEC 001

Statistical Models: Theory and Application

Bin Yu

Aug 25, 2021 - Dec 10, 2021
Tu, Th
11:00 am - 12:29 pm
Internet/Online
Class #:23354
Units: 4

Instruction Mode: Pending Review

Offered through Statistics

Current Enrollment

Total Open Seats: 14
Enrolled: 26
Waitlisted: 0
Capacity: 40
Waitlist Max: 25
No Reserved Seats

Hours & Workload

3 hours of instructor presentation of course materials per week, 7 hours of outside work hours per week, and 2 hours of instructional experiences requiring special laboratory equipment and facilities per week.

Other classes by Bin Yu

Course Catalog Description

Applied statistics with a focus on critical thinking, reasoning skills, and techniques. Hands-on-experience with solving real data problems with high-level programming languages such as R. Emphasis on examining the assumptions behind standard statistical models and methods. Exploratory data analysis (e.g., graphical data summaries, PCAs, clustering analysis). Model formulation, fitting, and validation and testing. Linear regression and generalizations (e.g., GLMs, ridge regression, lasso).

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