Data Science in R: From Basics to Machine Learning
INTERACTIVE COURSE

Data Science in R: From Basics to Machine Learning

Beginner

53 Lessons

15h

Certificate of Completion

AI Explanations
AI Explanations
Data Science in R: From Basics to Machine Learning
3 Projects
74 Playgrounds
9 Quizzes
92 Illustrations

Takeaway Skills

Familiarity with R fundamentals: syntax, key operations, and data types/structures

The ability to create engaging data visualizations in R using various techniques

A deep knowledge of the tidyverse (dplyr, tidymodels, ggplot2) for data analysis

Hands-on experience developing machine learning models in R

Proficiency with data wrangling in R, including filtering, joining, and reshaping

Familiarity with Git and GitHub integration for version control in R

Course Overview

Embark on an exciting journey with R as your trusted ally for data science. This comprehensive course will equip you with essential skills to leverage R's power for data manipulation and analysis. The course is suitable even if you have limited R experience, empowering you to perform data science tasks effectively. The journey starts with R fundamentals to lay a strong foundation. You’ll master the tidyverse to create powerful and readable code. Then, you will explore the import of various data sources, vi...Show More

Course Content

1

Why R?

2

R Fundamentals

R Fundamentals Exercises

Project

3

Readable Coding with tidyverse

Tidyverse Exercises

Project

4

Importing More Data Sources

5

Data Visualization with ggplot2

6

Best Practices for Data Scientists

3 Lessons

7

Statistical Analysis and Machine Learning with tidymodels

6 Lessons

Exploring tidymodels through Exercises

Project

8

Useful Libraries for Data Science

5 Lessons

9

Git Integration

5 Lessons

10

Getting The Most Out of R

3 Lessons

11

Appendix

2 Lessons

COURSE AUTHOR

How You'll Learn

Hands-on Coding Environments

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Progress You Can Show

Built-in assessments let you test your skills. Completion certificates let you show them off.

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