Home : Book details

Machine Learning with Python: Theory and Implementation free ebook download

Category:
Python

Views: 270
Likes: 7

Catalogue

Author(s):	Amin Zollanvari

Date:	2023	Format:	pdf	Language:	English	ISBN/ASIN:	3031333411
Pages:	469	OCR:		Quality:		ISBN13:
Uploader:	gestalt	Upload Date:	7/28/2023 8:01:26 AM

To download click on link in the Links Table below

Description: Click to see full description

This book is meant as a textbook for undergraduate and graduate students who are willing to understand essential elements of machine learning from both a theoretical and a practical perspective. The choice of the topics in the book is made based on one criterion: whether the practical utility of a certain method justifies its theoretical elaboration for students with a typical mathematical background in engineering and other quantitative fields. As a result, not only does the book contain practically useful techniques, it also presents them in a mathematical language that is accessible to both graduate and advanced undergraduate students.
The textbook covers a range of topics including nearest neighbors, linear models, decision trees, ensemble learning, model evaluation and selection, dimensionality reduction, assembling various learning stages, clustering, and deep learning along with an introduction to fundamental Python packages for data science and machine learning such as NumPy, Pandas, Matplotlib, Scikit-Learn, XGBoost, and Keras with TensorFlow backend.
Given the current dominant role of the Python programming language for machine learning, the book complements the theoretical presentation of each technique by its Python implementation. In this regard, two chapters are devoted to cover necessary Python programming skills. This feature makes the book self-sufficient for students with different programming backgrounds and is in sharp contrast with other books in the field that assume readers have prior Python programming experience. As such, the systematic structure of the book, along with the many examples and exercises presented, will help the readers to better grasp the content and be equipped with the practical skills required in day-to-day machine learning applications.
Read more

Links Table

	Title	Link	Password	Size (MB)	Thank to	Inform Admin
3187804	Book	https://nitroflare.com/view/5A0723E01D40...		0.00	gestalt

Tags: Implementation Learning Machine Python Theory

Title	Link	Password	Size	Reason

Those who downloaded this book also downloaded the following books:
Comments

New comment:

Machine Learning with Python: Theory and Implementation free ebook download

Category: Python

Description: Click to see full description

Category:
Python