Notes for:
An Introduction to Statistical Learning: with Applications in R
James, Witten, Hastie, Tibshirani
Springer; 1st ed. 2013, Corr. 7th printing 2017 edition
Solutions to Exercises
- Ch 1 - Introduction
- Ch 2 - Statistical Learning
- Ch 3 - Linear Regression
- Ch 4 - Classification
- Ch 5 - Resampling Methods
- Ch 6 - Linear Model Selection & Regularization
- Ch 7 - Moving Beyond Linearity
- Ch 8 - Tree-based Methods
- Ch 9 - Support Vector Machines
- Ch 10 - Unsupervised Learning
Data sets in package βISLRβ:
Output from data(package="ISLR")
:
Dataset | Description |
---|---|
Auto |
Auto Data Set |
Caravan |
The Insurance Company (TIC) Benchmark |
Carseats |
Sales of Child Car Seats |
College |
U.S. News and World Report's College Data |
Default |
Credit Card Default Data |
Hitters |
Baseball Data |
Khan |
Khan Gene Data |
NCI60 |
NCI 60 Data |
OJ |
Orange Juice Data |
Portfolio |
Portfolio Data |
Smarket |
S&P Stock Market Data |
Wage |
Mid-Atlantic Wage Data |
Weekly |
Weekly S&P Stock Market Data |