2022 Spring STAT 88 001 LEC 001

Spring 2022

STAT 88 001 - LEC 001

Probability and Mathematical Statistics in Data Science

Shobhana Murali Stoyanov

Jan 18, 2022 - May 06, 2022
Tu, Th
06:30 pm - 07:59 pm
Class #:26238
Units:3

Instruction Mode: In-Person Instruction

Offered through Statistics

Current Enrollment

Total Open Seats: 41
Enrolled: 209
Waitlisted: 0
Capacity: 250
Waitlist Max: 50
No Reserved Seats

Hours & Workload

3 hours of instructor presentation of course materials, 4 hours of outside work hours, and 2 hours of the exchange of opinions or questions on course material.

Final Exam

FRI, MAY 13TH
11:30 am - 02:30 pm
Dwinelle 155

Other classes by Shobhana Murali Stoyanov

Course Catalog Description

In this connector course we will state precisely and prove results discovered while exploring data in Data 8. Topics include: probability, conditioning, and independence; random variables; distributions and joint distributions; expectation, variance, tail bounds; Central Limit Theorem; symmetries in random permutations; prior and posterior distributions; probabilistic models; bias-variance tradeoff; testing hypotheses; correlation and the regression model.

Class Notes

Asynchronous options will be available. Time conflict enrollment will not be allowed.

Rules & Requirements

Requisites

  • Prerequisite: one semester of calculus at the level of Math 16A, Math 10A, or Math 1A. Corequisite or Prerequisite: Foundations of Data Science (COMPSCI C8 / DATASCI C8 / INFO C8 / STAT C8).

Credit Restrictions

Students will receive no credit for STAT 88 after completing STAT 134, STAT 140, STAT 135, or STAT 102.

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