Studies - ISLR

An Introduction to Statistical Learning : with Applications in R.
Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani. New York :Springer, 2021.

Works on Statistical Data Mining, SKKU, 2020-1
Added summaries based on 2nd Edition, 2021

  • 2020-03-15 ISLR - Chapter 2. Statistical Learning
  • 2020-04-02 ISLR - Chapter 3. Linear Regression
  • 2020-04-15 ISLR - Chapter 4. Classification
  • 2020-04-22 ISLR - Chapter 5. Resampling Methods
  • 2020-04-29 ISLR - Chapter 6. Linear Model Selection and Regularization
  • 2020-05-06 ISLR - Chapter 7. Moving Beyond Linearity
  • 2020-05-13 ISLR - Chapter 8. Tree-Based Methods
  • 2020-05-20 ISLR - Chapter 9. Support Vector Machines
  • 2020-05-27 ISLR - Chapter 10. Deep Learning