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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

Effective Reporting with R Markdown

The previous chapter covered the different types of graphing techniques, all of which are static. In this chapter, we will take this one step further and discuss how to generate graphs and tables using R Markdown consistently.

By the end of this chapter, you will have learned the fundamentals of R Markdown reports, including how to add, fine-tune, and customize figures and tables to make interactive and effective reports. You will also know how to generate effective R Markdown reports that can add some flying colors to your presentations.

In this chapter, we will cover the following topics:

  • Fundamentals of R Markdown
  • Generating a financial analysis report
  • Customizing R Markdown reports
CONTINUE READING
83
Tech Concepts
36
Programming languages
73
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The Statistics and Machine Learning with R Workshop
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