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 1 (solutions) (Spreadsheet from class)
Homework 3 (house example spreadsheet) (Solutions)
1. Marginal, Joint and Conditional Distributions
2. Sampling Distributions, Standard Error, Confidence Interval
4. All of regression in 3 slides
Austin Intensice: Day 1 morning, Day 1 afternoon, Day 2, Day 3
Weekend 2: 09/20, 09/21 (morning), 09/21 (afternoon)
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
Regression to the mean article
Differential privacy article , Differential privacy at Google