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An introduction to Statistical Learning

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Overview

A study notes of An Introduction to Statistical Learning.

In the book, the authors use R language as tool to illustrate the every approaches. But as we all know, Python is becoming the most powerful weapon in Machine Learning area. So, I make effects to utilize the approaches in Python.

Environments

  • Python 3.6
  • Numpy
  • matplotlib
  • pandas
  • sci-kit learning
  • StatModels
  • seaborn

Organzation

data

The folder contatins all data used in this book.

training-material

The libraries learning notes

Chapter**.ipynb

The learn notes about this book by individual chapter, except the chapter 1

exercises

The exercises in each chapter.

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An introduction to Statistical Learning

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  • Jupyter Notebook 100.0%