Preface
This workshop book is a comprehensive resource designed to offer a deep dive into the essential aspects of both statistics and machine learning. It provides explanations of key concepts with practical examples and hands-on exercises to enable a holistic learning experience. Starting with the fundamentals, the book walks you through the complete model development process, covering everything from data preprocessing to model development.
In addition to its focus on machine learning, the book also delves into R’s statistical capabilities. You’ll learn how to manipulate various data types and tackle complex mathematical challenges, from algebra and calculus to probability and Bayesian statistics. The text even guides you through linear regression ...
Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.
Read now
Unlock full access