The Statistics and Machine Learning with R workshop

Publication Type

Book

Publication Date

11-2023

Abstract

The Statistics and Machine Learning with R Workshop is a comprehensive resource packed with insights into statistics and machine learning, along with a deep dive into R libraries. The learning experience is further enhanced by practical examples and hands-on exercises that provide explanations of key concepts. Starting with the fundamentals, you’ll explore the complete model development process, covering everything from data pre-processing to model development. In addition to machine learning, you’ll also delve into R's statistical capabilities, learning to manipulate various data types and tackle complex mathematical challenges from algebra and calculus to probability and Bayesian statistics. You’ll discover linear regression techniques and more advanced statistical methodologies to hone your skills and advance your career. By the end of this book, you'll have a robust foundational understanding of statistics and machine learning. You’ll also be proficient in using R's extensive libraries for tasks such as data processing and model training and be well-equipped to leverage the full potential of R in your future projects.

Discipline

Finance and Financial Management | Management Sciences and Quantitative Methods | Programming Languages and Compilers

Research Areas

Quantitative Finance

First Page

1

Last Page

516

ISBN

9781803240305

Publisher

Packt Publishing

City or Country

Birmingham

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