A First Course in Statistical Learning - With Data Examples and Python Code

  • CategoryOther
  • TypeE-Books
  • LanguageEnglish
  • Total size80.5 MB
  • Uploaded Byfreecoursewb
  • Downloads93
  • Last checkedMar. 05th '25
  • Date uploadedMar. 04th '25
  • Seeders 26
  • Leechers8

Infohash : 7811EB5CA8855C3DF6E24D890259ABA0D5DEE752

A First Course in Statistical Learning: With Data Examples and Python Code



https://WebToolTip.com

English | 2025 | ISBN-10: 3031302753 | 296 pages| Epub PDF (True) | 80.54 MB

This textbook introduces the fundamental concepts and methods of statistical learning. It uses Python and provides a unique approach by blending theory, data examples, software code, and exercises from beginning to end for a profound yet practical introduction to statistical learning.
The book consists of three parts: The first one presents data in the framework of probability theory, exploratory data analysis, and unsupervised learning. The second part on inferential data analysis covers linear and logistic regression and regularization. The last part studies machine learning with a focus on support-vector machines and deep learning. Each chapter is based on a dataset, which can be downloaded from the book's homepage.
In addition, the book has the following features
A careful selection of topics ensures rapid progress.
An opening question at the beginning of each chapter leads the reader through the topic.
Expositions are rigorous yet based on elementary mathematics.
More than two hundred exercises help digest the material.
A crisp discussion section at the end of each chapter summarizes the key concepts and highlights practical implications.

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