Statistics - DMBA
Fall 2023
Class Notes
Section 1: Introduction and Probability Concepts
Section 2: Learning from Data. Estimation, Confidence Intervals and Testing
Section 3: Simple Linear Regression
Section 4: Multiple Linear Regression
Homework Assignments
Videos (password: statsvideos)
1. Marginal, Joint and Conditional Distributions
2. Sampling Distributions, Standard Error, Confidence Interval
4. All of regression in 3 slides
Class Recordings
AI Day 1 (08/15): Morning , Afternoon
AI Day 2 (08/17): Morning , Afternoon
Sept 16 (morning), Sept 16 (afternoon)
Sept 30 (morning), Sept 30 (afternoon)
Datasets
Section 3: House Data, Baseball Data
Section 4: Price/Sales, Beers
Section 5: Salary
Homework 3: Shock Absorber Data, Stocks Data
Homework 4: Profits, Zagat, Baseball, Orion, Beauty, MidCity
Other stuff...
Regression to the mean article
Differential privacy article , Differential privacy at Google