Statistics 

Syllabus

Class Notes

Section 1: Introduction and Probability Concepts

Section 1.1: Portfolios

Section 2: Learning from Data. Estimation, Confidence Intervals and Testing

Section 3: Simple Linear Regression 

Section 4: Multiple Linear Regression

Homework Assignments

Homework 1 (solutions) Tesla/Ford Example Spreadsheet

Homework 2 (solutions)

Homework 3 (solutions) House Example Spreadsheet

Homework 4 (solutions)

Videos (password: statsvideos)

1. Marginal, Joint and Conditional Distributions

2. Sampling Distributions, Standard Error, Confidence Interval

3. The Mythbusters Example

4. All of regression in 3 slides

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

Class recordings

Week 1: 08/21 , 08/23

Week 2: 08/26, 08/28

Week 3: 09/04

Week 4: 09/09 , 09/11

Week 5: 09/16, 09/18

Week 6: 09/23, 09/25

Week 7: 09/30

Other stuff... 

Regression to the mean article

Differential Privacy article