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The Statistics and Machine Learning with R Workshop

The Statistics and Machine Learning with R Workshop

By : Liu Peng
4.6 (5)
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The Statistics and Machine Learning with R Workshop

The Statistics and Machine Learning with R Workshop

4.6 (5)
By: Liu Peng

Overview of this book

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.
Table of Contents (20 chapters)
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1
Part 1:Statistics Essentials
8
Part 2:Fundamentals of Linear Algebra and Calculus in R
12
Part 3:Fundamentals of Mathematical Statistics in R

Customizing R Markdown reports

In this section, we will look at adding metadata such as a table of contents to the report, followed by introducing more options for changing the report style.

Adding a table of contents

When reading a report for the first time, a table of contents provides an overview of the report and thus helps readers quickly navigate the different sections of the report.

To add a table of contents, we can append a colon to the html_document field in the YAML header and set toc: true as a separate line with one more indentation than the html_document field. This is shown in the following code snippet:

---
title: "Financial analysis"
output:
    html_document:
        toc: true
date: "2022-10-12"
author: "Liu Peng"
---

Knitting the document with these commands produces Figure 6.29, where a table of contents is now displayed at the top of the report. Note that when...

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The Statistics and Machine Learning with R Workshop
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